Get some copper or brass wool, such as "Chore Boy." Hardware stores and supermarkets carry it. Do not use steel wool. Apply some light oil to the rusted area, penetrating oil is good if you have any. let soak, scrub lightly and repeat. That is about as much as you can do short of refinishing.