Your concerns are definitely justified. That's definitely not in "immaculate" condition. It may clean off fine, but if it doesn't, I'd definitely negotiate a return with the seller.
I agree. If I was told "immaculate" and got that. I would not be happy. If it comes off, and you decide to keep it, I'd still email the seller and let them know.