Thumbnail Preview for Audio Files alone not appearing in Finder

The File Icon Preview used to show the Album Art of the Audio File, but right now all I'm getting is a blank default icon. How to fix this? The album art appears just fine in iTunes and others, just in Finder I'm seeing this. and Just with Audio Files. All other image, etc. thumbnail preview appear just fine.

I have tried finding anything but didn’t happen to fix it, finders previews are enabled I tried toggling it but nothing.