Rice lobbied for the bill to establish Minnesota Territory. He was the delegate to the 33rd and 34th Congresses from March 4, 1853 to March 4, 1857. His work on the Minnesota Enabling Act, passed by Congress on Feb. 26, 1857, facilitated Minnesota's statehood.