Well, it's not stainless if it's already rusting, which is what they should have used.
If you want to keep it, get rid of the rust and have it still look half decent get a product like nevr-dull or a mild chrome polish.
Stay away from steel wool and such on chrome. It will scratch the surface and microscopic bit of the steel wool will be left in those scratches. This will promote rust even faster.
Or; bite the bullet, pull them off and replace with proper stainless steel panels.
I would be a bit worried pulling them off though. If the paint is new there is a good chance it's not fully cured. Pulling the adhesive just may just take some of that new paint off with it.
Depending on the type of paint used, it cures by solvent evaporation. Which means it skins over first, then the rest underneath eventually works it's way out to the surface as it cures. 12 months should be more than adequate for most paints to be fully cured, but with a large piece of adhesive on it (IE: the chrome) it could take a bit longer to fully cure. That could case you issues when you pull or try the eraser wheel...