Is there anything that can cause your skin to itch without a rash?

Multiple. Dry skin, sub-clinical allergic dermatitis, yeast infections, and internal organ disease (esp. Kidney disease) can all make the skin itch without a rash. An evaluation of your skin would be helpful and sometimes a blood test to rule out organ damage.