Right-click the icon of the artwork and choose the alternative Mark as obsolete.

Watch this short clip to learn how to use the Obsolete feature in Media Center:
Written by Fredrik Hultin.
Right-click the icon of the artwork and choose the alternative Mark as obsolete.
Written by Fredrik Hultin.