Padlo was optioned to Triple-A Durham after Tuesday's win at Baltimore, Adam Berry of MLB.com reports.
The 24-year-old had one at-bat off the bench Tuesday and is now 1-for-12 with a double and a run in nine appearances this season. Padlo could rejoin the Rays later in the season if the club requires depth in the corner infield.