He was married once to Taiwanese actress Lisa Chiao Chiao in 1963, but they separated a few years later. On October 28, 1976, Huang passed away with unknown causes on Hong Kong, He was 57 years old. When Huang died, Lisa married actor Kenneth Tsang.