In unusual instances, a spontaneously swollen and painful knee how long does it take for joint pain to go away can happen after infections which include salmonella (called reactive arthritis) or bacterial infections within the knee joint (called septic arthritis). Bacterial joint inflammation is a significant and painful an infection in the joint.