I would like to know recommendation for open source cms software for a small business site or a church website. I am not a programmer but can do html conventional websites. The cms software I look at seems to be overly complicated or made for blogging only.

I don’t think you’ll find any CMS that isn’t geared towards blogging anymore. There just isn’t really a demand for it. Joomla is probably as close as you’ll get.