Using the DCC‐GARCH model, this study considers distinctive features of China's foreign exchange market to investigate the impacts of RMB internationalization on exchange rates in onshore and offshore markets in different stages during 2010–2017. The results show that policies concerning RMB internationalization, such as interest rate liberalization, exchange rate liberalization, and capital market internationalization, have different impacts on the central parity rate, onshore exchange rate, and offshore exchange rate. In terms of exchange rate liberalization, as the daily trading band was gradually widened in 2012–2015, the onshore exchange rate followed the offshore exchange rate more closely. The central parity rate functioned as a managed floating role. It stabilized onshore and offshore exchange rate fluctuations, while allowing partial marketization. After the exchange rate reform on August 11, 2015, the central parity rate plays a benchmark role based on a more market‐oriented price formation mechanism. It makes the central parity rate regain pricing power in onshore and offshore markets. Further, it promotes exchange rate liberalization and RMB internationalization. Nevertheless, with the slowdown of China's economic growth and the narrowing of the interest rate differential between China and the US, the RMB is under pressure to depreciate, and its volatility increases significantly.