The affidavit says Tarraf paid a $20,000 deposit for the missiles and machine guns and traveled Friday to Philadelphia to inspect them.
Investigators say Tarraf and another man were involved in a plot that began with transporting stolen cell phones, laptops and gaming systems and escalated when Tarraf began trying to transport weapons too.
A message left for Tarraf's attorney after hours Monday was not immediately returned.