Born in Nutley, New Jersey, Corsaro later moved to Clifton, New Jersey. As a youth, he became involved in petty crime. In 1974, during a liquor store robbery in Morris County, New Jersey, Corsaro shot and killed a store clerk. Corsaro was convicted of murder and sentenced to life in prison.