Pennington cleared waivers and was outrighted to Triple-A Norfolk on Friday, Roch Kubatko of MASNSports.com reports.
The 27-year-old was designated for assignment by the Orioles earlier this week but will stick in the organization after passing through waivers unclaimed. Pennington spent just over a week in the big leagues but didn't see action for Baltimore.