Well I got past the Capra Demon.. Proceeded to the sewers.. Got cursed.. No cure.. Going to bed..
Cure bought from guy in belltower for 3k souls, or the woman in the sewers for 6k souls.
That place was a HUGE pita for me, I got cursed three times in there, and it stacks on top of that (Ie you lose half your health, then if you get cursed agian, you lose half of THAT health).