Abstract: This article attempts to give a new interpretation to the evolution of theoretical thrust of civil society from Marx to Gramsci by "clever pig game" of game theory, its purpose is to provide a theoretical support for Chinese Government to coordinate the relations among various stakeholders more efficiently by probing the inner motivation of the evolution of theoretical thrust of civil society.