Could someone explain me a little bit about the Iran-Iraq War and why did Saddam invade Iran?

I've seen people supporting Saddam and I guess it could have been just a mistake or something, but it seems like such a shitty decision to make, and he also received support from the US, so I don't really know what to believe there.