Use a good chrome polish and then wax it with a good paste car wax. You will have to do it again probably every few months, once rust starts it is hard to get it all. Another thing you could try is clearcoat on it after you remove as much rust as possible. You could also try steel wool, like Brillo pads with the chrome polish.