The core concern of this article is why the Socialist humanistic spirit was quickly degenerated after the revolutionary regime had been established, in other words, why the alienation of the Socialist state happened. Founded on the experience of secret revolutionary action, Communist Party of China constructed a strict power structure by democratic centralism, after the state founding, due to the permanent revolution, infinitely extend its party organizations into all state and civil institutions. Finally, a social formation which is wholly penetrated by communist party organizations was formed. This article will explore how Communist Party of China tries to construct a social control system which is strict controlled and almost no dead space through its organizational design and consolidation of the ideological and repressive state apparatus. However, this article will also indicate how difficult and how much it costs for Communist Party of China to maintain this system forever and stably.