National database of tree effects on air quality and human health was developed.
County-level air pollutant removal can be downscaled based on tree cover area.
County-level concentration change can be downscaled based on tree cover percent.
O3 concentration and removal by trees were higher than other air pollutants.
O3 and PM2.5 health benefits were substantially greater than others air pollutants.