Under the photo click in the little box labeled View/Edit Image Details. A new screen will open, scroll down and under People & Things in the Image: select REMOVE from image. I find this awkward language but this is the description of removing the profile from the photo. Next scroll down further and click the large bar labeled SAVE CHANGES TO IMAGE DETAILS. Success!