 This phase II trial studies how well regorafenib works in reducing the return of disease in patients with rectal cancer that has not spread to another place in the body who have completed curative-intent treatment. Regorafenib may stop the growth of tumor cells by blocking some of the enzymes needed for cell growth. Regorafenib may also help keep cancer from coming back after it has disappeared following the initial therapy. 