Before taking up boxing, Genaro's ambition was to become a jockey, but he took up boxing when he tired of cleaning stables awaiting his chance to race horses.
Genaro won the flyweight Gold Medal at the 1920 Olympics in Antwerp on August 24, two days before his 19th birthday.