It's also really peaceful underground.
Amusingly enough, I can't handle blue-water or wall dives (vertigo), nor wrecks (those aren't supposed to be there!), but caves are no problem. You've got walls, floor, and ceiling as a frame of reference, and everything is nice and cozy. It's like the Earth is giving you a hug.
[0]: https://commons.m.wikimedia.org/wiki/File:Vortex_Spring_cave...
In sports like skydiving and technical cave/wreck diving people often assume you get an adrenaline rush doing it and that’s what draws people in.
Not the case (for me at least).
Rather, when you get good enough to be competent at these there’s no adrenaline. Adrenaline is when you are operating beyond your skill level. The satisfaction comes from calm, cool, collected execution, with the knowledge and training that allows you to avoid the dangers and do something exceptional with a much lower risk profile than an outsider would assume.
It’s also fun to play with gear (toys).
For me it was a BHAG (Big, Hairy, Audacious Goal), and I'm glad it kindof helped change or tighten my trajectory. SCUBA training is designed for you to succeed, and supposedly if you make it past your first 10 dives, you're much less likely to have any severe issues. For danger, each dive is equivalent to walking ~100 miles or biking ~50 miles: https://en.wikipedia.org/wiki/Micromort#Leisure_and_sport
Some of the caverns are basically exactly like that scene from Star Wars where they land the Millenium Falcon in the mouth of the worm on the asteroid. It's pitch black, only your light is beaming around, there's little tiny flecks of "dust" in the absolutely clear water that you're floating in (seriously! it's like rain-water filtered through 50ft of limestone that's mostly undisturbed for centuries). Safe-ish if you're not dumb with a not-dumb buddy/guide, and focus on minimal impact. Take only memories, leave only bubbles.
There's a bit of a "science" component where you can see fossil remnants, or weird little fishies swimming around, and it is absolutely foreign, alien, and peaceful. I've experienced "halocline" (salt water under rain water, https://www.cenotetours.com/wp-content/uploads/2020/05/haloc... ) and thermocline (a coherent warm water "stream" flowing through regular water), seen turtles, puffer fish, sharks, urchins, octopus, and starfish (not in caves though!).
It's been years since I've done it, and I'd go through training/refresher again if I wanted to get back into it, and I'd really avoid "cave" diving (stupid tourist cavern routes that have 20-50 people per day are totally fine by me). It's a unique experience that supplements the general one (think: rock climbing / bouldering as an adjunct to hiking... "wow, I can do that too!")
I think what happens next, if you get deep enough into the sport, is that you become good at it and you are looking for stronger challenges to overcome yourself again and again. That's how you become a cave diver.
Still there are some special places down in the caves as well. And I think what makes them even more specials for the divers is the feeling of exclusivity that most people would never get to go there.