Zerpa was returned to Double-A Northwest Arkansas on Friday.
Zerpa served as the starting pitcher during Thursday's series opener in Toronto and he earned the win by allowing a run on four hits and two walks while striking out two in five innings. However, he'll head back to the minors after Carlos Hernandez was recalled from Triple-A Omaha on Friday.