The trio looked to make a quick buck at around 3 a.m. on Monday when the suspects smashed through the glass doors of a business in the 800 block of Elkridge Landing Road in Linthicum, officials say.
Police say that after breaking through the front door the three forced their way through several other doors inside the business before taking the ATM from the front lobby.
They then fled the area in a newer-model Ford truck.
Investigators only said that the three suspects were wearing all black. No other description was provided.
The ATM theft remains under investigation.
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