Is it correct that once you prepare "Fury" (Gimli's skill card #5) that it remains as a prepared skill even if you use its ability?

It doesn't say to discard it after use. It's a passive ability if it's prepared.

It does not say anything about discarding it, so yes it would remain. A pretty strong card!