I think the idea WFP promised to "solve world hunger" for $6bn originated with Musk or his fans, not with WFP. WFP's original claim was that they'd be able to prevent 42 million people from starving (a much more achievable goal). I'm struggling to find the original interview rather than dramatized reports of it, though.
Disclosure: I've done contract work for WFP.