The theft happened around 4:00 a.m. Wednesday on the 6200 block of N. Front Street in the city's East Oak Lane section.
According to police, the thieves smashed through the front door and made off with the machine in a white cargo van.
Police believe that there was around $2,000 in the ATM machine.