It happened in 1965 at Madison Square Garden. Torres defeated the International Boxing Hall Of Fame member, and World Light Heavyweight champion Willie Pastrano. In so doing, Torres became the third Puerto Rican world boxing champion in history and the first Latin American to win the world Light Heavyweight title, knocking Pastrano out in round nine. Later that year, he fought a non-title bout versus Tom McNeeley (father of former Mike Tyson rival Peter McNeeley) in San Juan, winning a ten-round decision.