Comment by MauranKilom

The pressure outside is +1 bar per 10 meters. If you're 1 km deep, that's 100 bars (+1 atmospheric bar) while it's ~1 bar inside the sub. The mechanical stress on the submarine depends on the pressure difference, not the ratio. So increasing air pressure (with all the complications and risks it would bring) would only reduce the material load by a few percentage points.