I used to have an itchy scalp, I didn't have dandruff or signs of a dry scalp. The doc said it was nerves.
I covered my head with olive oil on a weekend and let it soak in all day. Either that helped or I stopped worrying, cause it wasn't itchy anylonger.

And I do still worry so...