No way. No stage of syphilis causes symptoms of this sort. But if you remain concerned, have a blood test. You can expect it to be negative.
What about late phase of syphilis?
Syphilis doesn't do anything like this. The only possible syphilis symptom 3 weeks after exposure is a chancre (open sore) at the site of exposure and perhaps inflamed lymph nodes nearby.