Both were taken to Bellevue with life-threatening injuries, according to the FDNY.
The accident happened at 317 Madison Avenue when the second floor of a building under construction collapsed.
Emergency responders are now on the scene, including FDNY and police.
It's unclear how the ceiling collapse occurred.
This is a developing story; refresh for updates.