The famous victory song played after a win in sports is "We Are the Champions" by Queen. It has become an anthem in various sports, played at celebrations to mark victories and achievements. The song's powerful lyrics and melody evoke a sense of triumph and camaraderie, making it a quintessential part of sporting culture and celebrations.