There are ones that go down much shallower depths to see sunken ships and reefs, but none that I know of that go down that deep......................
Several men have journeyed into Challenger Deep in the Mariana Trench (36,000 ft below Pacific Ocean sea level). One Challenger Deep explorer was Hamish Harding, who perished in the Titan catastrophe.