On the other hand, we can live underground, but we can't live underwater.
However, if you assumed that we were able to go the bottom of the ocean, transporting supplies there would be much easier than transporting supplies to Mars.
Except we reached it four times since 1960 : https://en.wikipedia.org/wiki/Mariana_Trench#Descents