That is about the best slant you can put on this guy. "You bought it, he didn't say therefore you are obligated to pay" might work for a legitimate part, but these people conspired to make a fake part and cheat people. It is a criminal enterprise from start to finish. I would welcome any legal action or bad feedback this guy would do. You then have the chance to say it out loud.