Upon entering your profile on Developer Forum and attempting to unfavorite your badge, the badge responds with a message saying “FAILED” and keeps the badge on favorite.
I do not know the cause of this, but I believe it is worth reporting. I do not know when it started happening either but I assume it might have been after I picked the second badge as my favorite.