There's always a small chance that they're not billion dollar genius' but are instead people who have had a pretty good idea at exactly the right time.

If the right time is just after a step forward step in some seemingly tangentially related field and just before everyone else spots the connection then it more about luck than genius.

Of course, this doesn't apply to people with ideas that are trivially easy to shoot down but won't listen :)