How do I retrieve a missing purchased movie ('Soul Man') from my Apple Store library?

I am signed in on Apple and I can not find a purchase movie. Soul man. Where is my purchased movie and why is it gone? Lastly, I paid for a movie and I do not want my movies removed from my library.

[Re-Titled by Moderator]

Original Title: Where is my movie I paid for? I work hard to buy movies in the Apple Store and I don’t want my movies removed when Apple feels like.