Permanently Closed.. Fat Boys Pizza is built on quality and the authentic taste of an Italian pizzeria. With our speedy pizza delivery service you can be sure your pizza will arrive fresh and ready to eat right out of the box! Fat Boys Pizza is more than just your ordinary pizza factory. We also deliver fresh sub-sandwiches, bread sticks, and hot wings right to your door.