Lots of fun but yes it can kill you, there are a couple of documented cases of deaths resulting from N2O, one I can remember is 4 people that open a cylinder inside a car with the windows rolled up,
3 of them died and the 4th is now a vegetable, not really the nitrous that killed them but lack...