Mount Olive Missionary Baptist Church 100 years of committed service in the name of the Lord. It has been 100 years since Rev. Riley pastored The Mount Olive Missionary Baptist Church of Lake Harbor/Belle Glade, Florida. Now under Pastor Frederick Small, The Mount Olive Missionary Baptist Church will be celebrating 100-years this March.