Bacterial joint inflammation, also known as bacterial or septic arthritis, is a serious and painful infection in a joint. Bacteria can infiltrate your joint and cause rapid onset of cartilage deterioration and bone damage.he harmful bacteria that cause bacterial joint inflammation can enter your body via the skin, eyes, ears, mouth, nose, and mucous membranes.