I shouldn't auto enable itself. How are you disabling it? If you go into Settings, then Display and finally Dark Theme, you should see:
It says that Dark Theme will never turn on automatically. If that is what you're doing, then could you be accidentally turning it on in the shortcuts above your notification list?