Among the given gases, carbon dioxide is the most soluble in water. This is due to its ability to react with water to form carbonic acid:
\[
\mathrm{CO_2 + H_2O \rightarrow H_2CO_3}
\]
This reaction increases its solubility significantly compared to other gases like oxygen, nitrogen, and hydrogen, which are relatively non-reactive and only physically dissolve in water.