Huang was born in Putian, Fujian, China on December 15, 1921. He graduated from Fukien Christian University in 1943 with a bachelor's degree in chemistry. After earning his MS in 1949 from Lingnan University in Guangzhou, he entered Harvard University and received his Ph.D. in 1952.  His graduate advisor was the organic chemist Louis Fieser.