My picture layer background color was set to white, so in AE it appeared to be light. But in AME it used a black background color instead, so it appeared to be dark. I fixed this by adding a white solid layer under all other layers.
It's so confusing for a newbie like me.
I'm wondering how to make the rendered one look like the one in AE