click the edit opposite the My Favorite Artists label and on the right.  you'll get your favorite artists listed with options to make private, delete, and turn off notification .  clicking delete will make a javascript alert pop-up and ask you if you  actually want to delete and warning you that adding them again will not affect the art charts (good to know).  just click ok, and you should go to a confirmation page.