Skin Conditions. A number of skin conditions can cause arm and leg hair loss, including dermatitis, seborrhea, psoriasis, eczema and keratosis pilaris. Dermatitis refers to a general inflammation of the skin; both eczema and seborrhea are types of dermatitis that cause flaky red and itchy patches to develop on the skin.