What would you do if you found a wallet left behind at a store? If you answered take it and used the money to buy things for yourself, you'd fail the honesty test and be a criminal.
Most of the time when a criminal is caught on camera, it's not always the best quality or from the best angle making it more difficult to identify the perpetrator. This guy wasn't so lucky.