In this paper, we re-examined the stationarity of inflation rates in Asian countries, using the bootstrap covariate feasible point optimal test developed by Elliott and Jansson (2003) with good size and power. The bootstrap test aims to deal with the possible oversizes when inflation rates contain a large negative moving average root. Our empirical findings are favorable to the stationarity of the inflation rates and the results indicate that most shocks to inflation rates are temporary and soon converge with the inflation rates showing mean reversion. Moreover, after applying this test, we find that a linear process could approximate well the true data generating process of inflation rates without taking structural breaks or non-linearties into consideration.