 Chen was born in Ningyuan County, Hunan in January 1954.During the Down to the Countryside Movement, Chen worked as a sent-down youth at Junshan Farm, in Yueyang, Hunan.Chen began working in March 1972 and he joined the Communist Party of China in December 1976.