diff --git a/src/PIL/ImageOps.py b/src/PIL/ImageOps.py
index ce2b1bd9b..1231ad6eb 100644
--- a/src/PIL/ImageOps.py
+++ b/src/PIL/ImageOps.py
@@ -611,10 +611,6 @@ def exif_transpose(image, *, in_place=False):
         exif = exif_image.getexif()
         if ExifTags.Base.Orientation in exif:
             del exif[ExifTags.Base.Orientation]
-            if in_place and ExifTags.Base.Orientation in getattr(
-                exif_image, "tag_v2", {}
-            ):
-                del exif_image.tag_v2[ExifTags.Base.Orientation]
             if "exif" in exif_image.info:
                 exif_image.info["exif"] = exif.tobytes()
             elif "Raw profile type exif" in exif_image.info:
diff --git a/src/PIL/TiffImagePlugin.py b/src/PIL/TiffImagePlugin.py
index 9aab863ff..5d3bc4f83 100644
--- a/src/PIL/TiffImagePlugin.py
+++ b/src/PIL/TiffImagePlugin.py
@@ -1220,6 +1220,8 @@ class TiffImageFile(ImageFile.ImageFile):
                 exif.get_ifd(key)
 
         ImageOps.exif_transpose(self, in_place=True)
+        if ExifTags.Base.Orientation in self.tag_v2:
+            del self.tag_v2[ExifTags.Base.Orientation]
 
     def _load_libtiff(self):
         """Overload method triggered when we detect a compressed tiff