iCloud Music Library corrupt after iTunes 12.5.1 update

I think my iCloud Music Library is corrupt. None of my Apple Music albums have album artwork, I cannot play the songs, and the status of iCloud Music Library (for me) is good. I tried deleting the AM albums but they won't delete. They're nowhere in Finder. However, I can add a song from Apple Music and play it fine. How to fix?