Born in Naples, Italy, Castellucio moved with his family to Paterson, New Jersey, when he was nearly 4 years old. In 1982, Castelluccio was awarded a full scholarship to the School of Visual Arts in New York City, where he earned a BFA in painting and media arts. Just prior to winning the scholarship, he received an opportunity to create a painting for actor George Burns.