Syphilis tests always shows antibodies, so your test would have picked up syphilis. I don't want to say that 100%, but from everything I have read it is true.
My advice is to keep following up with your Dr and if you are truly scared about syphilis ask your Dr some questions about it and see if a spinal tap might be the only way at this point to diagnosis syphilis if it is neuro.