No, xenon is a NMDA antagonist meaning it has dissociative/anaesthetic effects like ketamine or nitrous oxide.
TFA talks about the effects coming on "within seconds" of inhalation, so it is clearly not just hypoxia which takes tens of seconds or minutes to manifest.