Probably better off to replace.
If just light rust, try soaking for a day or so in strong lemonade (citric acid), and then work on the rust with something like mentioned above, fine steel wool, or something similar. I soaked some rusty bolts from a boat trailer in lemonade after reading about it, and couldn't believe how it removed the rust.