The three male suspects got out of a dark-colored SUV and broke the front door of the deli in the 5700-block of North Sheridan Road at about 3:45 a.m., police said.
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After taking an ATM from the store, police said the suspects then fled in an unknown direction.
Area Three detectives are investigating and no one is in custody.