Override Google+ profile picture for my contacts

I have a contact with a Google+ account. Whenever I search her for Hangouts or call, I get the picture from her Google+ account. It does not matter if I go to google.com/contacts and I set up a new image. I will still keep seeing their Google+ image. Is there any way to override it?