I had the same and FINALLY found a shampoo that works for me. I'd scratch so much i'd get little scabs in my hair.

try baby shampoo? I have fine hair so it cleans it properly. Seemed I can only use the eco store one (maybe because no nasties?) but it stopped the itch.