The bumpy, itchy rash typically appears in the areas, where the hair follicles have become inflamed. Bacteria invading the hair follicles, and use of inappropriate creams for shaving, are one of the main causes of folliculitis. The face, thighs, and the scalp are the most common sites that show development of folliculitis.