Tan Zhenlin was born in You County, Hunan. He joined the Chinese Communist Party in 1926, and participated in the Chinese Civil War since the Jinggang Mountains rebellion in the early days of the war. By 1949 he rose to the first deputy political commissar of the Third Field Army of the PLA.