The Guardians edged the Tigers 2-1 in their series opener from Progressive Field.
Jose Ramirez slugged a solo home run in the sixth inning, which stood as the game-winning run.
Emmanuel Clase notched his 11th save of the season as Cleveland has won three straight and remains first in the AL Central at 23-and-12.
The three-game series continues tonight.