In 1954, he joined the CCP. Li graduated from Renmin University of China in 1960 with an undergraduate degree in CCP history and later taught at the university. Prior to taking his political positions in Zhejiang, he served as the CCP Committee Secretary for Shenyang and deputy CCP committee secretary for Liaoning Province from July 1986 to December 1988.