The Guardians shut out the Rangers 7-0 in their series opener from Arlington.
Jose Ramirez recorded a pair of hits and four RBI as Cleveland scored all of its runs in the eighth and ninth innings.
Cleveland remains first in the AL Central at 26-and-16.
The three-game series continues tonight.