diff --git a/news/11957.bugfix.rst b/news/11957.bugfix.rst
new file mode 100644
index 00000000000..8d72e1733a0
--- /dev/null
+++ b/news/11957.bugfix.rst
@@ -0,0 +1 @@
+Fix deprecation warnings in Python 3.12 for usage of shutil.rmtree
diff --git a/src/pip/_internal/utils/misc.py b/src/pip/_internal/utils/misc.py
index bfed8270252..afcf1709e80 100644
--- a/src/pip/_internal/utils/misc.py
+++ b/src/pip/_internal/utils/misc.py
@@ -127,10 +127,15 @@ def get_prog() -> str:
 # Tenacity raises RetryError by default, explicitly raise the original exception
 @retry(reraise=True, stop=stop_after_delay(3), wait=wait_fixed(0.5))
 def rmtree(dir: str, ignore_errors: bool = False) -> None:
-    shutil.rmtree(dir, ignore_errors=ignore_errors, onerror=rmtree_errorhandler)
+    if sys.version_info >= (3, 12):
+        shutil.rmtree(dir, ignore_errors=ignore_errors, onexc=rmtree_errorhandler)
+    else:
+        shutil.rmtree(dir, ignore_errors=ignore_errors, onerror=rmtree_errorhandler)
 
 
-def rmtree_errorhandler(func: Callable[..., Any], path: str, exc_info: ExcInfo) -> None:
+def rmtree_errorhandler(
+    func: Callable[..., Any], path: str, exc_info: Union[ExcInfo, BaseException]
+) -> None:
     """On Windows, the files in .svn are read-only, so when rmtree() tries to
     remove them, an exception is thrown.  We catch that here, remove the
     read-only attribute, and hopefully continue without problems."""