Thermocouple calibration is necessary to ensure that the temperature measurements obtained from the thermocouple are accurate and reliable. Over time, thermocouples can drift in accuracy due to factors such as physical damage, exposure to extreme temperatures or humidity, or aging of the thermocouple wires. Regular calibration can help to detect and correct any inaccuracies, ensuring that the thermocouple provides reliable temperature measurements.