Hilchos Lashon Hara chapter 7, section 10

If there are clear signs that what they say about him is true, this is the rule: If the matter can be judged favorably, clear signs do not count, because we are required to judge him favorably. But if there is no way to judge him favorably, it is allowed to believe and accept it.