Unable to remove « favorite » tag from Illusion title

I use « Favorite » to tag stuff that I am interested to buy.

I have a title from Illusion that I tagged. It is no longer available for purchase, and all options to add or remove favorite has been removed. I want to remove my « favorite » tag from the title. How should I proceed?