Born in Trinidad, Colorado on April 6, 1937, Salerno attended Holy Trinity High School, where he was a two-time all-state tackle. At the University of Colorado, Salerno earned three varsity letters and was a team captain as a senior and earned all-conference honors. Although he was drafted by both the Philadelphia Eagles (NFL) and the Boston Patriots (1959)
Injuries prevented a professional football career and he ended up doing a stint in the U.S. Army before moving out to Southern California.