There is also immersion cooling. The liquid is not water and it seems is pretty efficient:
The solvent effects are relatively well understood for these medium-light alliaphatic hydrocarbons, done care ensure that aren't particularly toxic, and a nitrogen blanket for the rooms takes care of the inherent flammability issue associated with what's basically boiling gasoline on the CPU.