1 Secondary stage: In this stage, symptoms may be more widespread and may include a fever, rash, fatigue, and swollen lymph nodes. 2  This stage usually occurs about two to 12 weeks after the sores first appear. 3  Latent stage: This stage of syphilis happens after it moves from the secondary stage, and it causes no symptoms.