The Rangers recalled Burke from Triple-A Round Rock on Sunday.
Burke will ring in his 28th birthday with a return to the big club after spending just over a month in the minors. The southpaw has been roughed up over his 10 appearances out of the Texas bullpen this season, giving up eight earned runs on 13 hits and six walks while striking out 11 across 9.2 innings.