This paper proposes that the study of Chinese philosophy in the English speaking world has evolved in the three stages, i.e., the stage of preliminary introduction, the stage of communication, and the stage of deep study. The paper also tentatively investigates how problematic methodology in the study of Chinese philosophy and the prevalent conception of philosophy contribute to the marginalization of Chinese philosophy in the English speaking world and suggests some possible ways for the study of Chinese philosophy to emerge from the current difficult situation. At the end this paper emphasizes that no matter whether the study of Chinese philosophy can make the English speaking philosophical world accept Chinese philosophy as genuine philosophy, increased understanding and appreciation of the important and unique contribution of Chinese philosophy is its significant accomplishment nevertheless.