The officers were placed on modified duty after the footage surfaced last weekend on the Internet, reports The New York Post.
Police spokesman Paul Browne says the officers' guns and shields have been removed during the investigation.
The video shows 19-year-old Jatiek Reed appearing to resist arrest by throwing a couple of kicks and swats.
Reed was arrested on assault charges. Information on his attorney was not available.