The Creation Science Movement was a religious movement in the United States that used science to prove creationism in the 1960s and 1980s. By combing the whole story of this religious movement, the article attempts to show how a religious movement can make use of the “science” image as a weapon of outerwear and controversy and ultimately be accepted by the public. Finally, based on the analysis of difference between science and pseudoscience, the utilization of science image by pseudoscience and the relationship between science and the public in the Creation Science Movement, related with the scientific rumors existing in China now, this article tries to think over how to effectively avoid the false scientific conclusion to be popular again.