Hey Anhtu Vu
I was having a similar problem and I think I figured it out. Even if you’ve figured it out already thought I would just leave this here for people who have come across the same problem in the future.
Go into After Effects Preferences. Under preview you’ll see a section called “Viewer Quality”. Change “Color Management Quality” to “More Accurate”.
Seemed to work for me.
Nelson