Actually it's "Hungry Ghosts Month" or "Hungry Ghosts' Month", the plural referring to the hungry ghosts.

If you say "Hungry Ghost Month" the adjective "Ghost" qualifies the noun "Month", thus referring to a "Ghost Month". A "ghost month" means that the month does not exist. Neither do the days within it.