Pathogens can evade the immune system by using mechanisms such as antigenic variation, secretion of immune-suppressing molecules, inhibiting phagocytosis, residing in cells to avoid detection, and forming biofilms. These strategies help them persist and replicate within the host, leading to disease progression.