I don't think it's illegal to own a Harrier jet. I think the weapons systems just need to be removed first (there's probably also a lot of paperwork involved).

Here's an NPR article about a guy who has one: https://www.npr.org/2014/07/27/335839280/sold-harrier-jump-j...