Yue Zhenhua has four children. Their names are Yue Bing, Yue Jun, Yue Shan and Peng Yue. Yue Zhenhua's love for the army can be seen from their names. Among them, Yue Shan is the deputy director of Experimental Teaching Center of School of Journalism and Communication, Anhui University, and Peng Yue is the deputy secretary and district head of Tongzhou District Committee.