WhatsApp has finally send out the official app update which contains the Dark Mode.
Update the app and try it.
My update: Seems like it's not working for mine even though I turned my Dark mode on and off. Anyone encountered the same problem?
Latest Update: Fixed it by reinstalling. Not sure if that was the trick.