Stop in for a cup of coffee

No, it won’t. It is already oxidized. However the underlying steel can still be oxidized through the coating. Regular oil applications can prevent most of that.
Splitting hairs. If you want proof of how gun bluing, or steel or whatever rusts despite routine monthly cleaning and oiling, you should see the vast majority of the weapons in my Guard unit's armory... them things are cleaned monthly and they still rust.