Album Art does not download while purchasing songs from iTunes

Hi !
Of late, music I have purchased from iTunes does not seem to download the album art ie: the music downloads fine, but there is no album art with it, despite the fact that on the iTunes site it DOES have album art when advertised.
Has anyone else had this situation, if so, is there a fix ?
Note this is happening only recently.
Thanks !