Where the sunlight does not penetrate, the majority of light is created by bioluminescence, created by anything as small as plankton to as big as your large fishes.
Because of this light source, eyes are specially developed to detect and perceive this. The majority of known deep sea creatures have eyes. Some cave creatures that have lived for years in complete darkeness (that is no biolum., no sunlight, no light period) those creatures are totally blind because they're eyes are completely unused.
Deep Sea Creatures do use their eyes, so it has evolved to be highly sensitive.
(google is your friend, fellas. Just saying, it's right there in your pocket now)
Imagine an astronaut just peeking at the sun in space with no Sun Shield or their transparent UV visor. They'd get some pretty bad eye damage from the radiation and over exposure of light.
The hypothesis for this OP is the same. LED lights give off UV radiation, that combined with the ultra over powering lights source is for all intents and purposes damaging the eyes of deep sea creatures. Note I say hypothesis.
I can't actually find any scientific references to support this for every species. All non-cited references point to some unnamed deep sea invert professor cited on reddit, which leads me to believe it's a faked story but with actual scientific backing based off this:
https://www.sciencenews.org/sites/default/files/15514-11.pdf
Fake story, but true backing. There is one instance (and only one because there was one excursion to date) Where an ROV went to a hydrothermal vent and shined their light on the resident shrimp (an invertebrate).
Those shrimp then swam off their pattern and some boiled themselves instantly by swimming in the vents; conclusion was the light blinded them or at least disoriented them.