Mascolo was born and raised in West Hartford, Connecticut. His parents were immigrants from Italy, Peter Mascolo (1901 – 2008) and Anna Mascolo (née DeTuccio) (1910 – 2010), who were really fortunate to have made it to their 80th wedding anniversary shortly before his father died. He attended the University of Miami and then the United States Military Academy. He was originally training in Classical Music.