If the pain under your armpit is accompanied by weight loss, persistent fever, fatigue, perspiration at night, skin becoming red and inflamed, then a medical visit becomes imperative. While most of the time, the causes are mild, in some cases, they may be as serious as cancer. A medical diagnosis would only help rule out severe conditions, and help you have peace of mind.