Symptoms. Just like with many conditions, there are different signs of it. Some signs might mimic other conditions, but sometimes when you put them all together, they can help bring about a proper diagnosis. Some of the symptoms that are associated with penile cancer include changes in thickness or skin color of the penis, lumps, rash like an unhealed scab, bluish-brown growth on the penis, smelly discharge, swelling and bleeding sores.