Churches, Georgia Mount Olive Church, Georgia August 7, 2021 To Die for Images Leave a comment Jefferson County Mount Olive Church was founded in 1909. The congregation is still active and uses a newer building. Share this:TwitterFacebookRedditTumblrPinterestPocketEmailLike this:Like Loading...