Law enforcement officials responded to a call of a vehicle smashing through the front doors of the store, located in the 4400-block of East New York Street in Aurora, about 4:30 a.m.
The vehicle then drove away, police said. It was not immediately clear how much merchandise was taken, and no injuries were reported.
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Police did not immediately provide a description of the vehicle or the suspect.
Anyone with information is asked to call 630-256-5500.
Workers could be seen cleaning up glass early Wednesday outside the store.