It does go away. The headache is awful though. I hate to say it
  but its either take aspirin or something like it until the
  headaches stop (usually goes away within a day or two) - or have
  more caffeine. You brain is looking for the caffeine to be
  floating around and can't find it, so its getting frustrated.
  Magnesium can help too (relaxes blood vessels) "