That's how the server room at my school worked. They said to get out of there if the alarm went off because the room would fill with some inert gas and you'd suffocate.
The gas is used first, then water as a fallback. I'm not sure if sprinklers are required by code in all data centers, but they would be in an office building setup like Jane Street's.