Nowadays, rural modernization has become both a vital target of China’s rural planning and governance, and a necessary step for power decentralization to rural areas and completing the modern state construction as well. This paper attempts to provide a preliminary explanatory framework for rural governance based on history and further propose an emerging governance pattern through a case study in Jiangning, Nanjing. Firstly, with a review of historical performance of state power in rural governance, this paper proposes a hypothesis about rural governance-modernization relationship that includes two stages, i.e., "governing for stability" and "governing for development", in order to explain the inherent mechanism of transitional rural governance and the challenge that current rural governance is facing. Then, through a case study of rural planning and governance in Jiangning, the paper identifies an emerging path to rural modernization driven by a unique governance pattern, which is characterized with fast response, accurate project input, and independent experiencesoriented. Thirdly, based on the case study, this paper induces a new rural governance pattern, that is, the flexible pattern, characterized by the creation of modernized context and experiences, which is very different from the conventional way focusing on the devotion of modernized entities known as the inflexible pattern in recent years. As a complement, the paper further discusses the inherent rationality, feasibility and applicability of the flexible governance pattern which makes it a possible ideal model for future rural governance in China.