The suspect allegedly commandeered the delivery van early Thursday afternoon while its driver was delivering packages.
Police say the man drove about a mile before crashing the truck in the city's Nicetown section.
Witnesses say local residents chased down the suspect, who was later arrested by police at an abandoned house.
FedEx released a statement thanking police for their efforts.
The suspect's name has not been released.