Can the dealer rescind the offer after the car was delivered then finding out the rebate does not apply?

Unfortunately, unless you have a contract stating that you will receive this car with EVERY option and describing each feature including color for this exact price, with both yours and the dealers signature, then yes, they can rescind.

Also search the fine print... Sometimes there is wording in there that says if you are ordering a car, certain stipulations could apply.