It turns out that I chose ImageMagick PECL in ACP->Options->Default image processor instead of GD.Doesn't it go off of this:
View attachment 43800
All avatar backgrounds are defined.... How are you going to show transparent? Is your background-color set as dark?
Anyone knows if it's PECL issue that turn transparent PNG into one with black background?