The two deer, believed to be does, wandered into the parking lot of the River Plaza Shopping Center on West 225th Street just after 11 a.m.
Responding police officers managed to corner the deer between two large trailers and the 130,000-square-foot Target store.
Officers from the NYPD's elite Emergency Services Unit were planning to tranquilize the deer.