Prior to the 1961 season, the Senators relocated to the Minneapolis-St. Paul metro area and were renamed the Minnesota Twins. Battey teamed with future Baseball Hall of Fame member Harmon Killebrew, future MVP Zoilo Versalles, and All-Stars Bob Allison, Camilo Pascual, and Jim Kaat to form the nucleus of a pennant-winning team in Minnesota. Building on his breakout 1960 season, Battey ended 1961 with a .302 batting average, sixth best in the American League, and won his second Gold Glove Award.