Two individuals were injured, as indicated by News 12 Westchester, yet the degree of their wounds was not promptly clear.
CBS New York reports shoppers were evacuated from a busy mall Sunday afternoon after police reported shots were fired inside the mall.
Middletown is about 120 miles southeast of Binghamton.
"That is yet to be determined, the intent of letting the round go", said Chief Robert Hertman of the Town of Wallkill Police Department.
The gunfire happened at an American Eagle store.
The AP reports that a man who answered the mall security office's phone declined to comment.
Details on any injuries were not immediately available, and police said no suspects or victims had been located as of 4 p.m.
Police have not reported any arrests.
NY state police also said they could not comment on the shooting.