If you don't want to touch them, you need to trek on down to your local hardware store and find a suitable mouse trap. It'll just be a box with a handle on it. Mouse goes in, door shuts, get rid of mouse. Some are have poisons in them and some don't.

Maybe you can try to train your cat to put them somewhere specific....outside or in a 'mouse grave' or something.