It should be through the cinema or through the cinema.
Go past is a verb-object phrase, past is a preposition, and pass itself is a verb.
As a junior high school student, I should have a good command of such English knowledge. You can trust my answer. Of course, if you don't believe my answer, you can search it in Baidu. It doesn't matter. I just hope my answer can help you. Personally, I think English learning is still very interesting, as long as you work hard. Come on! O(∩_∩)O~