The Guardians staged late-inning heroics to beat the Tigers 5-4 in extras and claim their series from Progressive Field.
Brayan Rocchio ended the game in the bottom of the 10th with a walk-off single.
Emmanuel Clase earned the win in relief as Cleveland remains first in the Central at 24-and-13.
The team is in Chicago to face the White Sox tonight.