Richland Parish is a parish located in the North Louisiana Delta Country in the U.S. state of Louisiana, known for its fertile, flat farmland, cane brakes, and open spaces. The parish had a population of 20,043 at the 2020 United States census. The name Richland was chosen due to the rich production from farming. The parish seat and largest community is Rayville.