I would avoid Chrome browser on Android. It's the only one I know I couldn't add uBlock origin to (and I clearly wanted to).

I'm using Vivaldi browser. It's based on Chromium and it has a setting under the Themes  - which is also dark for me too - to turn all (!!!) web pages dark.
And Vivaldi has in-built blocker for ads, popups and trackers.