Developing industrial cluster is an important way to promote industrial transformation and upgrading. Based on the grounded theory, collecting, reviewing and summarizing the domestic industrial cluster research literatures systematically in seven academic journals from 2005 to 2015, which are very influential in the field of industrial cluster research, and encoding, refining existing research content, this paper summarizes four theme of industrial cluster research including industrial cluster innovation, industrial cluster evolution, industrial cluster network and industrial cluster governance, and then prospects research direction briefly.