The perpetrators laced the machine at Weiswampach's Raiffeisen branch with explosives, causing damage to the entrance to the bank.
The resulting blast expelled debris across the surrounding area.
The N7 road has been closed to traffic in both directions until further notice.
An investigation has been opened. Details on the resulting theft have not been released by police.
Anyone with information should contact the Grand Ducal police on 113.
