Tertiary syphilis is the late stage of the chronic infectious disease caused by the bacterium Treponema pallidum. This stage can occur years to decades after the initial infection if not treated properly. During this phase, the disease can cause severe medical problems affecting multiple organ systems, including the cardiovascular and nervous systems.