In the new era context, the concept of “Three Complete Education” has provided a clear direction for college education work, deeply explaining the important value and intrinsic requirements of comprehensive education, all-round education and all-process education. Paul Willis' classic work “Learning to Labour” uses ethnographic research methods to deeply analyze the cultural resistance displayed by British working-class children in school, and provides a detailed description of how these children gradually take the path to the working class. Based on the anti-school culture analysis in “Learning to Labour”, this paper discusses the phenomenon of anti-school culture and its causes, and takes this as an entry point to further compare and present the “old problems” and “new phenomena” of anti-school culture in vocational colleges, as well as their specific manifestations, starting from the three levels of educational concepts, value concepts, and behavior patterns. Combining the concept of “Three Complete Education”, this paper provides a profound understanding and effective guidance of anti-school culture in vocational colleges, aiming to provide new ideas and methods for vocational college education work.