The incident happened Tuesday evening inside the Sagal Meat Market on Fulton Street in the Bedford-Stuyvesant section.
The man walks beside the woman, reached over and just grabbed the chain before fleeing the scene.
No injuries were reported.
Anyone with information in regards to this incident is asked to call Crime Stoppers at 1-800-577-TIPS (8477).