Rhetorical deviation is an unusual device of language expression. This paper, firstly, proposes the concept of rhetorical deviation and then elaborates its main devices, including zeugma, transferred epithet and oxymoron. Finally, this paper introduces translation skills when it comes to the translation of rhetorical deviation between English and Chinese. The skills include literal translation, fee translation, division method and fusion method.