grammaticality - "You and me against the world" vs "You and I against the world"

I have heard the first sentence in a song and there are also other songs that go something like "Me against the world" and "Me against the music". Shouldn't it be "You and I against..." since the phrase "You and I" is the subject? Or is it not?

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