Rhee was born on 20 March 1938 in Seoul, Korea, during the period of Japanese occupation. Rhee's martial arts training began when he was around 7 or 8 years of age, learning judo from his father, and he was the only one of his siblings to pursue the martial arts. He later learned karate from one of his schoolteachers.