Is there a way to prohibit Group Owners from creating new groups?

Some of our group owners have gone group happy and are creating groups unnecessarily. Is there a way to make it so only Administrators can create groups? 

I've tried disabling this in the group permissions, but it looks like they are still able to go in and enable it again.