Ruscio was born on June 2, 1924 in Salem, Massachusetts to Italian parents. He studied at Salem High School and at the Neighborhood Playhouse. Ruscio was married to Kate Williamson from 1954 until his death in 2013. They had four children. Ruscio died on November 12, 2013 in Los Angeles, California from renal failure, aged 89.