Rusty hiking stove

Hi - we have been clearing out the gear room for the UCT mountain club and I’ve come across a relatively modern hiking stove which is slightly rusted but otherwise works perfectly. Does anyone know of a safe, non-flammable way to remove rust? My usual method is not safe to use on a stove unfortunately.