Did you change your mind about what you wanted to buy, or who you wanted to buy it from?
One solution is for the dealer to give you a credit note. Unless of course you have decided not to deal with this firm at all.
Whether he had the item in stock or on order isn't really the issue; you've changed your mind. I think you have to look for his goodwill. Probably best not to play the name and shame card.