Yes, I don't know if it's done commercially but the general idea is to heat and melt the rusted parts in a reducing atmosphere.

What can be done commercially for rusted stuff (cars and such) is to apply rust converters that convert the iron oxide layer on the outside into a stable primer so it seals the outside of the metal from oxidizing further.