Album Artwork Not Displaying Though it is There

I have this problem where some of my iTunes album artwork is not displaying in iTunes or on my iPad even though it is not missing from each track when I click on view info in iTunes. Most of these are with albums bought in iTunes such as the Complete U2.

Clicking on view info used to work to get the artwork to show up in iTunes but that no longer works.

Any ideas? Thanks