In 1916, the state of Minnesota donated a marble statue of Rice to the National Statuary Hall Collection at the United States Capitol. Rice County, Minnesota is named for him. His brother Edmund Rice served in the U.S. House of Representatives. Rice Park in St. Paul, Minnesota is named for him.