On a Mac:
CMD + A, then right click and choose 'Get Album Artwork'. You could also go through each song and delete the new artwork you have added, the old artwork should still be stored under the 'Artwork' tab of Get Info.
On Windows:
CTRL + A instead of CMD. 🙂