It happened Thursday morning inside Torres Grocery on the 2400 block of Cecil B. Moore Avenue.
The burglar was caught on surveillance video breaking the lock to basement door just before 5 a.m.
Once inside, he tries to rob the ATM, but was unsuccessful.
Click here to watch the surveillance video
Instead, he stole $600 worth of deodorant and cigarettes before fleeing the scene.
Police describe the suspect as a black male, 30-40 years-old, bald, light beard with a mustache and heavy build.
Anyone with information on this burglary suspect should call police at 215.686.TIPS (8477) or text a tip to PPD TIP or 773847.