Previously purchased movies not showing up in iTunes account

I purchased a particular set of movies a few years back from iTunes. I’m trying to watch those movies and they no longer are showing up in my purchased movies in iTunes. I thought maybe that I didn’t purchase them and went to the iTunes store to purchase them and I get a message saying you already on these movies, do you still want to purchase them? What’s the fix?