Zhuang was born in August 1940 and he joined the Chinese National Table Tennis team as a teenager. His coach was Fu Qifang. In 1961, at the 26th World Table Tennis Championship, he won his first men's singles championship, and at the next two World Table Tennis Championships, the 27th and 28th in 1963 and 1965 respectively, he again won the men's singles championship.