In order to predict local climate for agriculture and ecosystem restoration in long run, linear regression analysis, Daniel trend test and Mann-Kendall mutation test were applied to analyze data on temperature and precipitation during 1965-2013 in Changting (a typical erosive county in West Fujian) and Pingnan (a forested county in Northeast Fujian). Pingnan was used as a control region to reveal the possible reason for climate change in Changting. In contrast with an uprising trend on temperature in Changting during 1965-2013, local precipitation continously dropped from 1965 to 1989, increased after 1990 then slowed down after 2000. According to Mann-Kendall test, Changting temperature increased since 2005 and at a higher rate after 2008. On the contrary, temperature mutation of Pingnan occurred in 1994, then the temperature increased faster after 2000. It could be moderately indicated that trend of temperature and precipitation was similar between Changting and Pingnan but the mutation time shifted between two regions. Differences in mutation time was very likely attributed to human activities that altered local vegetation condition and ecology environment, which indirectly affect local temperature and precipitation.