Possible to refinish pressed-wood cabinets?
Your cabinets are probably a melamine covered press particle board type. You should be able to use the Rustoleum product you mentioned in your question.  You could also paint them.  What you cannot do is sand and stain them because there is no real wood veneer to work with.