Before you jump into a big CMS system, consider your needs. If you need workflow, versioning, structured content (e.g. enter the story title, then the lead paragraph, then add the image, etc.) then consider Krang or Bricolage. If all you need is to let people edit some text files and then slap some CSS and header/footer paint on them, a simple blog-oriented thing like
might do it.