yeah, i need to plug in the charger.
But my Af2 were both on the lowest brightness level and I didn't encounter this issue on my Mica white.
I tried setting brightness few levels higher then activate battery saver, it works. Then I turn it off, set brightness level to lowest and turn it on again, battery saver now working properly
By the way thanks for your suggestion @SeedR and @L.A