Thank you for answering.
I mean there is no artwork at all, just the placeholder image of PA (minimized or not).
Changing any option in "Notifications" , including "Auto" "Media/Colorized" etc, doesn't make a difference. The artwork reappears if it doesn't show currently but it will disappear again after awhile.
I'll try the "Always Send Album Art" option.