The Baseball Writers' Association of America announced Myers had taken the American League award, becoming the third Tampa Bay Ray in six seasons to win the honors.
After being called up June 18, the 22-year-old led all AL rookies with 53 RBI while batting .293 with 13 homers in just 88 games.
Fernandez, meanwhile, claimed the National League award after compiling a 2.19 ERA -- second-best in the majors to Los Angeles Dodgers ace Clayton Kershaw -- and holding opposing batters an MLB-low .182 average.
He compiled a 12-6 record with 187 strikeouts over 172 2/3 innings.
Notable deaths of 2014 [PHOTOS]