While I am no expert in chemistry he mentioned that one of the benefits of using water was the fact that it is in a liquid state and thus you could effectively store more energy within a finite amount of space. At least one of the noble gases (argon) does not compress down to a liquefied state, so perhaps that applies to the others? Large compression tanks are also quite heavy, so perhaps that is a consideration too.