There's a bookmarklet called
SelectorGadget that can help you identify the correct elements in a way that would be really difficult to do in your head. It can generate a css selector or an xpath that you can use to extract the desired content.
I was able to reliably target all the significant info for each movie on that page, like the image, title, and description. I think that will work very well for you without having to use a separate parsing library.
There's a help button that teaches you how to use it, it's a bit confusing at first but makes sense if you read the help.
(Edited: I originally suggested using xpaths, but on second thought it doesn't really matter if you use an xpaths or the css selectors, it's just that you need to target the correct elements.)