How to turn on Dark Mode in Pages
I resolved the issue. Turns out that my dark mode preferences switched back to Light mode. When I turned Dark Mode back on, Pages switch to Dark mode as well.

Looks like I have a different problem... My Dark Mode seems to be switching back to light mode from time to time. 

I resolved this toggle issue here:
https://apple.stackexchange.com/a/337808/183752