That sounds really annoying! I remember my bellybutton used to get very itchy in late pregnancy, but not actually sore. Could it be the muscles etc streching apart underneath? Sorry I haven't got any suggestions to help - maybe you could ask the doctor/midwife or whoever at your next checkup?