I would imagine it would be signed on the title page, but check the flyleaf(s). I'm sure you did though.
I expect they'll refund your purchase price and let you keep the unsigned book. Though they might want it back.
That sucks. I have less problem with missing out on something than thinking I got it and finding out I got f'd.