Police say the suspect removed the tip jar from the counter at Buttercup Bakery in Hell's Kitchen.
When a female employee tried to stop him, the suspect reportedly punched her in the face and then ran away.
Police described the suspect as a black man in his 20s or 30s, and he was last seen wearing a pink hoodie and all dark clothing.