I always ask the "dumb" questions, even when I already know the answer, because there are always people too intimidated to speak up, and it sometimes facilitates a deeper discussion.
(Of course, in an organisation that contains many politically inconvenient truths, you can easily end up doing that too much and people will catch on to it and dislike what you're doing. Another drawback is you have to be willing to look stupid and trust that the stupid first impression goes away with time.)