Why should I believe in democracy if I think the majority is wrong 99.9% of the time?

You probably can't. The majority is sometimes reliable. Human rights will never appeal to war mongering US conservatives. They will never grasp human rights - they would never admit that democracy is a human right, - or why we should make sure all rights are understood to be universal.