Police said they were shocked by the footage.
"I mean who can stuff an entire guitar down their jacket and make it out of the store? It's kind of hard to believe," Officer Tamara Valle told WFAA-TV. "You figure somebody would see it immediately but watch that video."
Police are asking members of the public to come forward if they recognize the man from the footage.