A red car crashed into the Diplomatic 1750 store in the 1700-block of West North Avenue at about 2:21 a.m., police said.
The burglars then went inside and stole merchandise before speeding away in two dark-colored cars.
No one was hurt and the store was closed at the time.
No one is in custody. Police are investigating.