Hugo R. Magnuson (May 23, 1900 – May 20, 2003) was an American businessman and politician. He founded the regional Hugo's grocery store chain. He was the mayor of the city of Grand Forks, North Dakota, from 1964 to 1972; he also served as a city council member for seventeen years.