Saturate a cotton swab with isopropyl alcohol, and remove the thermal compound from the thermal plates on your component using gentle circular motions.

As the cotton swab becomes saturated with thermal compound, discard and continue with a freshly dipped cotton swab. The compound plate is clean when the cotton swabs come away clean.