diff --git a/e2e_test/batch/basic/range.slt.part b/e2e_test/batch/basic/range.slt.part
index 436a2639593d9..9d404e5f5b97b 100644
--- a/e2e_test/batch/basic/range.slt.part
+++ b/e2e_test/batch/basic/range.slt.part
@@ -113,3 +113,19 @@ SELECT * FROM range(0.1::numeric, 2.1::numeric, 0.5::numeric)
 0.6
 1.1
 1.6
+
+# test table function with aliases
+query I
+SELECT alias from range(1,2) alias;
+----
+1
+
+query I
+SELECT alias.alias from range(1,2) alias;
+----
+1
+
+query I
+SELECT alias.col from range(1,2) alias(col);
+----
+1
diff --git a/src/frontend/src/binder/relation/mod.rs b/src/frontend/src/binder/relation/mod.rs
index 0ac9ae9b9c81b..ba43993d969b2 100644
--- a/src/frontend/src/binder/relation/mod.rs
+++ b/src/frontend/src/binder/relation/mod.rs
@@ -462,10 +462,28 @@ impl Binder {
                     .into());
                 };
                 let columns = if let DataType::Struct(s) = tf.return_type() {
+                    // If the table function returns a struct, it's fields can be accessed just
+                    // like a table's columns.
                     let schema = Schema::from(&*s);
                     schema.fields.into_iter().map(|f| (false, f)).collect_vec()
                 } else {
-                    vec![(false, Field::with_name(tf.return_type(), tf.name()))]
+                    // If there is an table alias, we should use the alias as the table function's
+                    // column name. If column aliases are also provided, they
+                    // are handled in bind_table_to_context.
+                    //
+                    // Note: named return value should take precedence over table alias.
+                    // But we don't support it yet.
+                    // e.g.,
+                    // ```
+                    // > create function foo(ret out int) language sql as 'select 1';
+                    // > select t.ret from foo() as t;
+                    // ```
+                    let col_name = if let Some(alias) = &alias {
+                        alias.name.real_value()
+                    } else {
+                        tf.name().to_string()
+                    };
+                    vec![(false, Field::with_name(tf.return_type(), col_name))]
                 };
 
                 self.bind_table_to_context(columns, tf.name().to_string(), alias)?;