diff --git a/gerrit/acls/openstack/kolla.config b/gerrit/acls/openstack/kolla.config
index 4ecb322bb3..a1ed360eae 100644
--- a/gerrit/acls/openstack/kolla.config
+++ b/gerrit/acls/openstack/kolla.config
@@ -8,6 +8,7 @@
 	label-Code-Review = -2..+2 group kolla-core
 	label-Review-Priority = -1..+2 group kolla-core
 	label-Workflow = -1..+1 group kolla-core
+	removeLabel-Review-Priority = -1..+2 group kolla-core
 	toggleWipState = group kolla-core
 
 [access "refs/heads/unmaintained/*"]
diff --git a/tools/normalize_acl.py b/tools/normalize_acl.py
index b00b09aea3..5174b2fb00 100755
--- a/tools/normalize_acl.py
+++ b/tools/normalize_acl.py
@@ -178,6 +178,7 @@ valid_keys = {
     'mergeContent',
     'push',
     'pushMerge',
+    'removeLabel-Review-Priority',
     'requireChangeId',
     'requireSignedOffBy',
     'state',