Considering how many massive, gaping security flaws have been found in Open Source software in the last year or so alone that have been in place for years or decades, I think we can say that open source software cannot be trusted either.
Open source software can be trusted as much as we can trust ourselves - and that's as good as trust gets. I'll take that any day over trusting one party with a vested interest in making money.