When this happens to me, here is what I do:
- Select all songs from the album, right click, Get Info.
- Open a web browser and look up the album on Amazon.com.
- Click the "larger size" link for the album graphic.
- Drag the image from the browser window to the artwork area on the Info box in iTunes.
Hope this helps!