Historically, women have indeed been prejudiced and discriminated against, which, therefore, kindled centuries of pluralistic discourses and practical efforts on the part of feminism to seek and fight for the subjectivity of women. Now, in the post-modern age, feminism has entered a new era of gender equality and gender mainstreaming at least in modernized countries. The gender distinctions between men and women are only biological, while the equality of power, rights and interests in the fields of society, politics, law, education and so on have been considered as values that are necessary and ought to be fulfilled. Therefore, the argument of this paper is meant to proceed from discrimination, equality, to harmony, that is, transgress both the hegemony of gender wording/concepts and the dual antagonism of ”men vs. women.” Accordingly, we wish to construct a holistic humanism that is philosophically transcendent in terms of gender so as to respond to the contemporary criticism about feminism and provide new statements on the harmonious relationship between gender partners.