Joseph Di Prisco was born in Greenpoint, Brooklyn to his Italian-American father Joe "Pope" Di Prisco and his Polish mother Catherine "Caza" Di Prisco.
Di Prisco attended a Catholic boys' high school in California, graduated summa cum laude from Syracuse University, and went on to earn a PhD in English Literature from University of California, Berkeley, writing his dissertation on Mark Twain.