Authorities say the thieves in question attempted to remove the machine from the Bank of America located in the 10000 block of Falls Road at about 2 a.m. ET on Tuesday.
The thieves reportedly tried to wrap a steel chain around the machine and remove it from the bank branch with a stolen backhoe.
Surveillance footage from the scene shows three suspects trying to remove the ATM from an exterior wall and place it onto the bed of a pickup truck.
The thieves fled the scene once police arrived on the scene.
No money was stolen but authorities say the machine was damaged.