The remainder of this paper is organized as follows. In Section 2, we present relevant previous work and point out the shortcomings of current researches. Section 3 describes the proposed method for mining and pruning causal relations from the Web. In Section 4, experiments are designed to evaluate our approaches. And finally, we conclude in Section 5.