Comes from the words fad
An anime series that, when it first comes out, is extremely popular, but then people just forget about it afterwards.
Ouran Host Club was such a fadime. I hardly see fanart of it anymore.
Fullmetal Alchemist is so NOT a fadime! It's still all over the place!