The word underwear tends to make younger audiences laugh. This means the line was likely included for the sake of saying "underwear." It might seem a bit random for George to talk about his underwear, but when looking for humor, it does make some sense. On the other hand, lucky underwear is a common superstition. George obviously thinks that wearing a pair of underwear that he declares lucky will boost his chances of winning.