What causes itchy skin all over but no rash?

About a thousand thi. See a dermatologist. Do not experiment with pills. This is often a sign of something you need to find and treat. Need complete history and exam, probably lab. Maybe xrays and maybe biopsies. Bring all meds and supplements or herbs. Bring copies of previous blood test an xrays.