Background There is preliminary evidence of the long-term exposure to air pollution will affect the outcome of patients with COVID-19. More information is needed about relationship between long-term exposure to air pollution and case fatality rate (CFR) of patients with COVID-19.Methods In this study, we have collected the data of Air Quality Index (AQI), PM2.5, PM10, SO2, NO2 and O3 from 14 representative cities in China in the past 5 years, and calculated the case fatality rate of COVID-19 in the corresponding city. First, we explored correlation relationship between CFR and long-term air quality indicators. Then, we try to point out the air pollutants that affect the level of CFR and evaluated their predictive value.Results We have observed a positive correlation between the CFR and AQI (1-year, 3-year, 5-year), PM2.5 (1-year, 3-year, 5-year), and PM10 (1-year, 3-year, 5-year). Meanwhile, AQI (3-year, 5-year) and PM2.5 (1-year, 3-year, 5-year) were significantly higher in the high CFR group. Moderate predictive value of air pollution indicator to CFR such as AQI (1-year, 3-year, 5-year), PM2.5 (1-year, 3-year, 5-year) have been found.Conclusions Our results indicate that long-term exposure to the environment with severe air pollution is associated with CFR of COVID-19. Air pollutants such as PM2.5 may have potential ability to predict the CFR of COVID-19.