But it exists. So you should not delete it, but alter tags like access=no etc. Even if if would be physically removed, it is much better practice to keep point on OSM, remove all tags and add some note=*, to prevent other mappers to repeatedly add it again.  As it happened here. Delete is an action of the very last resort. 