The tube can get pinched pretty easily. Did you go over it, rocking it back and forth, after you put it on the rim? Those blowouts can be quite loud and the one time I was nearby when one blew, it gave me a start (living in questionable neighborhood has that affect).
Have you checked the tube to see where the hole is? That'll give you some idea of the cause.