If your armpits are itchy, it's likely caused by a non-cancerous condition such as poor hygiene, dermatitis, or an allergic reaction. In most situations, if cancer is behind the itch, there are other symptoms accompanying it. This can include swelling, redness, warmth, and skin changes like thickening and pitting.