Kelley was optioned to Triple-A Nashville on Wednesday.
Kelley spent a week in the Brewers' bullpen and allowed two hits and a walk while striking out two in two scoreless innings against the Dodgers on Tuesday. However, he'll head back to the minors after Adrian Houser (elbow) was reinstated from the injured list ahead of Wednesday's start.