In reply to iamaclimber:
yep just rub it off with something mild like a washing up scourer/sponge and WD40 to protect it after.
If its any more than very superficial id use very light sandpaper and something like rust-oleum or Kurust, both of which are available in a small applicator which is also handy for many things around the house and car.