diff --git a/minio/api.py b/minio/api.py
index 6dbc3f9b8..3504e32ea 100644
--- a/minio/api.py
+++ b/minio/api.py
@@ -1595,7 +1595,11 @@ def remove_objects(self, bucket_name, delete_object_list,
             )
 
             for error in result.error_list:
-                yield error
+                # AWS S3 returns "NoSuchVersion" error when
+                # version doesn't exist ignore this error
+                # yield all errors otherwise
+                if error.code() != "NoSuchVersion":
+                    yield error
 
     def presigned_url(self, method,
                       bucket_name,