Chains are cheap, so I replace rusty ones. I've tried a couple times to just oil over it, but the rust seems to soak up the oil and make a remarkable mess of things. Also, iron oxide (aka rust) is used as jewelers rouge, a fine polishing grit. Better to start with a new chain.