Music tracks with cloud symbol will not play.

Since installing the new version of iTunes, a lot of my music has a cloud symbol with a diagonal line through it. I understand that these songs cannot be transferred to the Cloud but my problem is that they will not play either! So I have a stack of music that will not play. Can anyone help please? Thanks.