Adding Undersized Fuse to Doorbell Circuit?
Wouldn't a slow-blow fuse work? I don't think you'd want to under size it. Just understand what voltage/current ratings you need and find a slow-blow fuse that can handle 10-15 seconds of that.

Something like this. Just figure out where you need to be on the Average Time Current Curves.