Medications: People taking pharmaceutical drugs to treat a particular medical condition also experience itchy palms and feet. In such cases, this unusual itchiness is generally a side effect of prescription medicines. In case, the person is allergic to the medicine, side effects such as skin rash or hives are bound to occur. In other words, an allergic reaction of a prescription drug can make the palms itchy.