Page Editor - Unable to edit fields

Recently I encountered a puzzling situation where when I logged in to Sitecore Page Editor, I can do all the things page editor allow me to do except editing fields. It turns out that there is a checkbox that prevent editing of fields. This checkbox can be founder view ribbon and its called "Editing".