Yes you do. Thermal paste is conductive material that absorbs the heat from the processor. From there, that heat is transferred to the fins of the heatsink, which have a large surface area, so they have a good amount of contact with air, resulting in proper cooling of the fins > paste > CPU. A generalization at least. Without paste, you can damage your GPU from excessive heat.