In his youth Vargas compiled a remarkable amateur record of 100–5. In 1992, he won the 132 lb. championships at the Junior Olympics Box-Offs, and came in second at the Junior Olympics. In 1993, he captured the triple crown of amateur boxing: the Junior Olympics Box-Offs, the Junior Olympics, and the Junior Olympics International tournament.