Click toolbar button and select in popup menu third icon (with red cross) - marker (blue arrow image) will be absent.

Update: Current version is 0.861. Since version 0.842 it is possible to turn of marker. You need to update extension in Add-on Manager to see new icons below "Enable" menu item.

Update2: Unfortunately new versions are compatible with Firefox 53 or newer.