diff --git a/packages/components/CHANGELOG.md b/packages/components/CHANGELOG.md
index 0c1195083e30d..dd3dce8eadf84 100644
--- a/packages/components/CHANGELOG.md
+++ b/packages/components/CHANGELOG.md
@@ -35,6 +35,7 @@
 -   `CustomSelectControlV2`: fix select popover content overflow. ([#62844](https://github.com/WordPress/gutenberg/pull/62844))
 -   `CustomSelectControlV2`: keep legacy arrow down behavior only for legacy wrapper. ([#62919](https://github.com/WordPress/gutenberg/pull/62919))
 -   `CustomSelectControlV2`: fix trigger button font size. ([#63131](https://github.com/WordPress/gutenberg/pull/63131))
+-   `CustomSelectControlV2`: fix labelling with a visually hidden label. ([#63137](https://github.com/WordPress/gutenberg/pull/63137))
 -   Extract `TimeInput` component from `TimePicker` ([#60613](https://github.com/WordPress/gutenberg/pull/60613)).
 -   `TimeInput`: Add `label` prop ([#63106](https://github.com/WordPress/gutenberg/pull/63106)).
 -   Method style type signatures have been changed to function style ([#62718](https://github.com/WordPress/gutenberg/pull/62718)).
diff --git a/packages/components/src/custom-select-control-v2/custom-select.tsx b/packages/components/src/custom-select-control-v2/custom-select.tsx
index 548153506b142..42fada7d7554a 100644
--- a/packages/components/src/custom-select-control-v2/custom-select.tsx
+++ b/packages/components/src/custom-select-control-v2/custom-select.tsx
@@ -1,8 +1,7 @@
 /**
  * External dependencies
  */
-// eslint-disable-next-line no-restricted-imports
-import type * as Ariakit from '@ariakit/react';
+import * as Ariakit from '@ariakit/react';
 
 /**
  * WordPress dependencies
@@ -25,6 +24,7 @@ import type {
 } from './types';
 import InputBase from '../input-control/input-base';
 import SelectControlChevronDown from '../select-control/chevron-down';
+import BaseControl from '../base-control';
 
 export const CustomSelectContext =
 	createContext< CustomSelectContextType >( undefined );
@@ -113,13 +113,20 @@ function _CustomSelect(
 	return (
 		// Where should `restProps` be forwarded to?
 		<div className={ className }>
-			{ hideLabelFromVision ? ( // TODO: Replace with BaseControl
-				<VisuallyHidden as="label">{ label }</VisuallyHidden>
-			) : (
-				<Styled.SelectLabel store={ store }>
-					{ label }
-				</Styled.SelectLabel>
-			) }
+			<Ariakit.SelectLabel
+				store={ store }
+				render={
+					hideLabelFromVision ? (
+						// @ts-expect-error `children` are passed via the render prop
+						<VisuallyHidden />
+					) : (
+						// @ts-expect-error `children` are passed via the render prop
+						<BaseControl.VisualLabel as="div" />
+					)
+				}
+			>
+				{ label }
+			</Ariakit.SelectLabel>
 			<InputBase
 				__next40pxDefaultSize
 				size={ size }
diff --git a/packages/components/src/custom-select-control-v2/legacy-component/test/index.tsx b/packages/components/src/custom-select-control-v2/legacy-component/test/index.tsx
index 238b73ea96933..1e361236aafd9 100644
--- a/packages/components/src/custom-select-control-v2/legacy-component/test/index.tsx
+++ b/packages/components/src/custom-select-control-v2/legacy-component/test/index.tsx
@@ -453,6 +453,16 @@ describe.each( [
 		);
 	} );
 
+	it( 'Should label the component correctly even when the label is not visible', () => {
+		render( <Component { ...legacyProps } hideLabelFromVision /> );
+
+		expect(
+			screen.getByRole( 'combobox', {
+				name: legacyProps.label,
+			} )
+		).toBeVisible();
+	} );
+
 	describe( 'Keyboard behavior and accessibility', () => {
 		it( 'Captures the keypress event and does not let it propagate', async () => {
 			const onKeyDown = jest.fn();
diff --git a/packages/components/src/custom-select-control-v2/styles.ts b/packages/components/src/custom-select-control-v2/styles.ts
index 273f581ae3847..22ebd6ffdf92a 100644
--- a/packages/components/src/custom-select-control-v2/styles.ts
+++ b/packages/components/src/custom-select-control-v2/styles.ts
@@ -67,14 +67,6 @@ const getSelectItemSize = (
 	return sizes[ size ] || sizes.default;
 };
 
-export const SelectLabel = styled( Ariakit.SelectLabel )`
-	font-size: 11px;
-	font-weight: 500;
-	line-height: ${ CONFIG.fontLineHeightBase };
-	text-transform: uppercase;
-	margin-bottom: ${ space( 2 ) };
-`;
-
 export const Select = styled( Ariakit.Select, {
 	// Do not forward `hasCustomRenderProp` to the underlying Ariakit.Select component
 	shouldForwardProp: ( prop ) => prop !== 'hasCustomRenderProp',
diff --git a/packages/components/src/custom-select-control-v2/test/index.tsx b/packages/components/src/custom-select-control-v2/test/index.tsx
index c697539ab1208..3ff384852be04 100644
--- a/packages/components/src/custom-select-control-v2/test/index.tsx
+++ b/packages/components/src/custom-select-control-v2/test/index.tsx
@@ -436,4 +436,14 @@ describe.each( [
 			} )
 		).toBeVisible();
 	} );
+
+	it( 'Should label the component correctly even when the label is not visible', () => {
+		render( <Component { ...defaultProps } hideLabelFromVision /> );
+
+		expect(
+			screen.getByRole( 'combobox', {
+				name: defaultProps.label,
+			} )
+		).toBeVisible();
+	} );
 } );
diff --git a/packages/components/src/custom-select-control/test/index.js b/packages/components/src/custom-select-control/test/index.js
index 165973b09a809..9b17c4894de40 100644
--- a/packages/components/src/custom-select-control/test/index.js
+++ b/packages/components/src/custom-select-control/test/index.js
@@ -440,6 +440,16 @@ describe.each( [
 		);
 	} );
 
+	it( 'Should label the component correctly even when the label is not visible', () => {
+		render( <Component { ...props } hideLabelFromVision /> );
+
+		expect(
+			screen.getByRole( 'button', {
+				name: props.label,
+			} )
+		).toBeVisible();
+	} );
+
 	describe( 'Keyboard behavior and accessibility', () => {
 		it( 'Captures the keypress event and does not let it propagate', async () => {
 			const user = userEvent.setup();