Could be of note that Stockholm is building the world's second-deepest subway station right now[1]. Though there's no real alternative to that because it needs to go under water (well, in the ground under water) towards the next station.
[1]: https://www.youtube.com/watch?v=TEYvywnJy78 (Swedish)