Underside color

I am wanting to dress up the underside of my 62 Valiant. It only has minor surface rust but looks bad. It appears to have never been painted but maybe some type of rust prohibitor was applied at the factory. Any suggestions on what I should do? Clean and leave alone or paint it the same as the outside (Valiant white).