Is there a VW remote key fuse?

Yes, there is a remote fob fuse, and the guide to the fuses is on the fuse box door. However, the reason the remote didn't work in the first place had nothing to do with dead batteries or fuses. The remote fob needed to be "reset," directions for which are hidden deep inside the owners' manual.