 Foran was born in Flemington, New Jersey, the fourth of five sons to Elizabeth and Arthur F. Foran.His eldest sibling, Dick Foran, would go on to be a B-movie actor.Walter Edge Foran was named in honor of Walter Evans Edge, his father's political mentor.