Zhou was born in Changzhou, Jiangsu. In 1933, he married Zhang Yunhe. She died on 14 August 2002. They had two children together Zhou Xiaoping (1934–2015) and Zhou Xiaohe (1935–1941). He turned 100 in 2006. He became a supercentenarian (turning 110) in 2016.