[quote]
wouldn't the crazy stuff that happens in most non-lucid dreams be enough to alarm us?[quote]

In the dream world, occurences like that SEEM normal, no matter how strange it would be in waking life. In a dream you see strange things, and they seem nothing out of the ordinary. You need to perform reality checks to stop and say, "wait, was that actually a flying elephant?"