Richland Township is a township in Delaware County, Iowa, United States. As of the 2000 census, its population was 575. Richland Township covers an area of 36.65 square miles ; of this, 0.18 square miles or 0.5 percent is water. The streams of Fenchel Creek and Sand Hagen Creek run through this township.