They searched the bank and nearby businesses for hours trying to locate any clues as to his whereabouts.
They released a photograph taken of him as he robbed the bank by a security camera.
Police describe the suspect as a white male, 6 ft. tall who is possibly in his 20s.
He was last seen wearing a dark suit, dark baseball cap and glasses.
They ask that you call Crime Stoppers at 676-TIPS (8477) if you have any information regarding this case.
This isn't the first robbery at that location.
In 2003 a 91-year-old man robbed what was then the First Bank of Texas.
He's still known to be the oldest bank robber in the U.S.