The current advice is not to stop taking your medications unless specified by a Rheumatologist. Stopping medications would put you at risk of a flare which will further reduce your immunity.
It is understandable that patients will be concerned about lowering their immune system with drugs given to arthritis patients, but the irony of the situation is that flare of disease puts you at greater risk of lowering your immunity.