The holdup took place shortly before 10 a.m.
The robber was described as older man, perhaps in his 50s, wearing a green baseball cap, tan jacket and blue jeans.
He put the money in a black backpack and ran down Eighth Street, police said. The money he was given contains a red dye explosive, police said.
The bank is expected to reopen later today.