The robbery happened just before 10:30 a.m. at 4000 Capital Blvd., when a man entered the bank and told a teller to fill a large envelope with money.
Once the money was in the envelope, he fled.
Byron Terrell Edwards, 51, was arrested a short time later.
Edwards is being held at the Wake County Detention Center.