Yes, it's essential to clean the old thermal paste thoroughly before applying a new one. Residual thermal paste can affect the performance and effectiveness of the new paste. Use a suitable cleaning solution, such as isopropyl alcohol, and a lint-free cloth or cotton swab to remove the old paste completely.