Ecological sustainability can be considered the primary goal of higher education development, as it provides an ontological way to think about what it means for higher education's long-term development. Given the widespread concern of ecological sustainability, it's urgent to interpret and deconstruct ecological sustainability in Chinese higher education from indigenous and original perspectives. By drawing on the wisdom from Chinese ancient education philosophy which provides unique enlightenment for ecological sustainability, this paper discusses the harmonization of ecological sustainability and higher education development. In the light of the connotation of contemporary ecological sustainability and the new development of Chinese higher education, the paper also constructs a dynamic model of ecologically sustainable development in Chinese higher education. The aim is to initiate more philosophical dialogues between ancient and modern education, and to provide a new way of conceptualizing Chinese ancient education philosophy in the postmodern times.