Kelley was optioned to Triple-A Nashville on Saturday.
Kelley was recalled by the Brewers on Friday, and he allowed a run on two hits and three walks while striking out three in two relief innings against the Pirates. He'll head back to the minors after Aaron Ashby (forearm) was reinstated from the 15-day injured list.