Police say they grabbed three racks of coats, but did not get far with them.
Police say the furs are locked to the racks and it's unclear whether the men made off with any.
One was left in the store, the others were still in the parking lot when the men fled in an SUV.
Authorities are still trying to find the suspects.
Bloomingdale's released the following statement:
"At this point we are assessing the situation and fully cooperating with the
Milburn Police in this investigation. Our primary concern at all times is
the safety and welfare of our employees and customers. It is fortunate
that at the time of the incident no one was injured."