I've seen some Supernatural fans called themselves "SuperFans."
Twilight fans are know as "Twihards" (or just "teenagers.")
Not a science fiction show, but fans of the show Cooper are known as "Copperheads"--which I thought was clever, given the historical context.
I know a few LOTR fans who call themselves "Ringers."