No soap can get rid of acanthosis nigricans. retinoid pills can help (prescription) or just exercising and dieting. it is not dirt. it is excess melanin in your skin. the only 'cure' for it is treating the primary factor causing it. 9 times out of 10 its your weight, but can also be caused by medication or other factors.