His father, known as "Papa" John DeFrancesco, played organ on the Philadelphia jazz scene; his grandfather and namesake, Joseph DeFrancesco, had played saxophone and clarinet during the swing era of the 1930s, in upstate New York. His older brother, Johnny, is a blues guitarist.