Marshals say 31-year-old Joseph Cooper was taken into custody in Glenside, Pa.
Cooper was wanted in Camden County, New Jersey, for failure to appear on first-degree racketeering and attempted murder charges.
The Marshals say Cooper tried to flee on a motorized scooter but was quickly arrested.