The fire started just before 4 p.m. on Monday.
The building in question may be a shelter connected to Trinity Presbyterian Church.
LINK: VIEW PHOTOS FROM THE SCENE
The fire was called to a second alarm response right now, which is 25 units and 106 firefighters.
West 57th Street is closed between 9th and 10th Avenues.