Every so often my settings change to the default blue and I go back in and manually change it to dark mode and save and it works for a few days until it magically changes without me touching the settings.
Happens to me once in awhile too, without clearing browser history or cache or anything. Not sure why.
This has never once happened to me ever. I just hope you find out what's causing that to happen. very interesting.