Any decent engine machine shop will have a caustic cleaner or similar that they can dip it in.
Failing that, there do seem to be some products that remove rust from metal over time.
Vinegar, coke, molasses, various mild acids ( ie as found in vinegar, coke and similar food products ) Just search youtube for rust removal.