diff --git a/src/diffusers/utils/deprecation_utils.py b/src/diffusers/utils/deprecation_utils.py
index 7c8bfc901b31..6bdda664e102 100644
--- a/src/diffusers/utils/deprecation_utils.py
+++ b/src/diffusers/utils/deprecation_utils.py
@@ -32,7 +32,7 @@ def deprecate(*args, take_from: Optional[Union[Dict, Any]] = None, standard_warn
 
         if warning is not None:
             warning = warning + " " if standard_warn else ""
-            warnings.warn(warning + message, FutureWarning)
+            warnings.warn(warning + message, FutureWarning, stacklevel=2)
 
     if isinstance(deprecated_kwargs, dict) and len(deprecated_kwargs) > 0:
         call_frame = inspect.getouterframes(inspect.currentframe())[1]
diff --git a/tests/test_utils.py b/tests/test_utils.py
index 761242eb9ac4..4f872896a03d 100755
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -162,3 +162,9 @@ def test_deprecate_incorrect_no_standard_warn(self):
             deprecate(("deprecated_arg", self.higher_version, "This message is better!!!"), standard_warn=False)
 
         assert str(warning.warning) == "This message is better!!!"
+
+    def test_deprecate_stacklevel(self):
+        with self.assertWarns(FutureWarning) as warning:
+            deprecate(("deprecated_arg", self.higher_version, "This message is better!!!"), standard_warn=False)
+        assert str(warning.warning) == "This message is better!!!"
+        assert "diffusers/tests/test_utils.py" in warning.filename