As early as in ancient time when the Buddhism was translated into China,translators,some famous Buddhists,advocated to translate the content rather than the form when translating,and contributed a great lot to make Buddhism understood with fidelity and accepted widely in China.

It is assumed that more attention should be paid to the aesthetic features of "delight in leaving aside looks" in order to detect the truth concealed in the literary work.

"Catching Meaning While Forgetting Words" is one of the propositions of the Chinese philosophy "the Distinction between Words and Meaning",which also comprises other two subordinatepropositions--"words being not able to convey meaningabsolutely" and "words being able to convey meaning absolutely".

This paper discusses the aesthetic view of "forgetting the image at the acquisition of true sense";"forgetting the language at the acquisition of the image in Chinese classical aesthetics from the viewpoint of linguistic philosophy.