Roger fights at 155lbs. He was likely 175lbs in that scene. A guy that size has enough power with technique to knock out anybody. Who cares how big the black dude was if he doesn't land anything. You can only eat punches and kicks for so long.
Remember the movie Jackass when the tiny Thai girl knocked out one of those clowns?