I use Boiled Linseed Oil on all carbon steel ( frame, axles, etc...) . It will just penetrate through any existing rust and turn the metal back to black after a few days.
Buy it at Lowes or Home Depot in a can.
Can apply with a paint brush direct to metal, no reason to wire brush anything, it...