His fancy guns wouldn't be found at any ol' gun or surplus store. Of course he'd have to run to another booth to get ammo before he can start shootin them infected peoples.
But you also must consider that it was a packed convention center. That many people in that close a proximity is a dangerous cocktail that only the brave, stupid, or clinically insane would drink.