Carbon dioxide exhibits the highest solubility in water among the provided gases. This heightened solubility stems from its chemical reaction with water, yielding carbonic acid: \[ \mathrm{CO_2 + H_2O \rightarrow H_2CO_3} \] In contrast, gases such as oxygen, nitrogen, and hydrogen exhibit lower solubility as they primarily dissolve physically in water due to their non-reactive nature.