Taoism has a profound view on language, but its complexity has to be clarified by taking the context of Being, consciousness, and language into account. We, through the interpretation of Chuang Tze, discover that "transcending knowledge and language" is a realistic understanding based on the foundation of "ontological origin". This means also what is said that, in the entire tranquility, life thrives in a total silence. And the ideas that "knowledge is teaching without language" and "knowledge is teaching with genuine language" converge on the level of "ontological revealing" shows the Taoist position regarding teaching and language. Finally, this article intends to explain that the correspondence between nominalism of language and ontology is precisely what is criticized by Taoism about the alienation of language. However, "teaching genuine knowledge without using language" remains a problem. This problem has to be addressed by referring to both the ontological and the anthropological basis. This reference also expresses the idea that "true human" and "genuine knowledge" are situated on the same stage. It is due to this idea that "true human" can communicate with Being.