Sounds like you are drawing 15A of current which is borderline for the 15A fuse. Since it's a slow blow, it didn't go but got pretty hot. The heat may have coated the fuse connection so that it wouldn't make contact. Removing & reinserting probably cleaned enough to make contact.

OR

It's a bad fuse. Replace & live with it a while to see if symptoms persist.