A wipe over with an oiled cloth or, if that is not sufficient, very fine (000) wire wool with oil usually works. Only a gentle wipe is usually needed to remove surface rust. Do not be tempted to use any abrasive paper as you run the risk of scratching the surface. Serious pitting needs more drastic action.
Cheers, Phil