Culp was born in Oakland, California, and graduated from Berkeley High School, where he was a pole vaulter, taking second place at the 1947 CIF California State Meet. He attended the University of the Pacific, Washington University in St. Louis, San Francisco State University, and the University of Washington School of Drama, but never completed an academic degree. 