The research takes relevant knowledge of the swimming course theory and its special skill training as the main line, which is guided by the spirit of a series of documents issued by the CPC Central Committee on strengthening and improving ideological and political education in universities. This research starts from the integration path of ideological and political education in physical education curriculum of “three-wide education”, which is based on the construction of the top-level design, the improvement of the course content system, the innovation of the teaching methods, the perfection of the course teaching modes, the optimization of the course evaluation system, and the enhancement of teachers’ professional level of ideological and political education in the swimming course. The paper strives to put forward the ideological and political mode of the swimming course in the universities in an effort to build a “four in one” talent training mode, namely, value-guiding, ability-cultivating, knowledge-teaching and sports-involving in the college swimming course.