Price graduated from San Diego High School in 1931, attended San Diego State University in 1932, and earned his undergraduate degree (in philosophy) and a law degree from the University of Southern California in 1936 and 1938, respectively. By 1938, he had married his girlfriend Helen Moskowitz; they eloped to Las Vegas. Price was admitted to the California Bar in November 1938.