 Texas is king of cotton leading the nation in cotton production, its leading crop and second-most-valuable farm product.Texas is a leader in cereal crop production.Three counties in the state—Colorado, Wharton and Matagorda—take advantage of water from the Lower Colorado River Authority to grow rice and are responsible for about 5% of annual U.S. rice production.