Could it be that these flights are fully sold out - hence not appearing ?
That's what I originally thought, but if you check the website, the return sector back to BHD on at least 3 consecutive days are also not availbable to book. Now, again these flights could also be full but VERY much unlikely, especially this far in advance on a domestic route.