For removing rust, I use Picreator's Metal De-corroder. It however, removes all rust and oxidation down to the healthy base (so it also removes the patina). It is non-aggressive and environment-friendly, but is expensive.
However, before starting to clean the blade, consider carefully if it's worth the effort and the risk.
