The best way to get rid of an underarm lump depends on its cause. If the lump is caused due to lipoma, it can be treated with steroids, liposuction, or excision surgery. If the lump is axillary breast tissue, it will need surgical removal. Thus, the ideal way is determined by the doctor after an accurate diagnosis.