Kang was born in Clarkston, Georgia, to Korean immigrant parents. He was raised by his Korean mother and his African American stepfather in Gainesville, Georgia. He moved to Barstow, California, while in high school.
Kang attended the University of California, Riverside. While in college, he chose acting over law school.