How can I get rid of drm on my iTunes songs

Can someone explain? I've been going without on about 1500 dollars worth of tunes songs, I use dj and other apps for music, and I would really like to use these albums.
So much has changed, and I really have no idea how tu really use iTunes anymore, but I'm sure I could manage.

I don't want to pay Apple again, can u help?