Richland Grove Township is located in Mercer County, Illinois. As of the 2010 census, its population was 2,300 and it contained 965 housing units. It contains the census-designated places of Cable and Swedona.
According to the 2010 census, the township has a total area of , of which (or 99.32%) is land and (or 0.68%) is water.