My SCALP IS A DESERT!? Help me?

I've recently went natural 2 years ago. My scalp has always been dry, I have 4c hair . I just need tips , advice or trick on how to keep my scalp moisturized and relieved from itching from excessive dryness. I wash my hair once a week. After I wash it my scalp gets so dry and itchy. Please Help.