Gage was optioned to Triple-A Buffalo on Thursday, Mitch Bannon of SI.com reports.
Gage was called up by the Blue Jays on Tuesday but didn't make any appearances during his time in the major-league bullpen. He'll head back to the minors to help make room on the active roster for Anthony Bass and Zach Pop, who were recently acquired by Toronto via trade.