Although neurosyphilis can be debilitating, it's actually an 'easily diagnosed and treatable condition', the doctors said. About 15 to 30 per cent of people infected with syphilis who don't get treatment will develop complications known as tertiary (late) syphilis, according to the Mayo Clinic