Spark plugs are responsible for igniting the air-fuel mixture in the combustion chamber, creating the necessary spark for engine ignition. Over time, spark plugs can wear out or become fouled, leading to poor engine performance, misfires, and decreased fuel efficiency. Replacing spark plugs involves removing the old plugs, checking the gap and condition, and installing new plugs with the correct specifications.