The answer (sorry for the bad news), is that YES, any time you break that seal to even look at it, you must clean off the old and reapply new thermal paste. Follow directions carefully, because too much can be as bad or worse than not enough.
Here is a suggestion for you to follow:
Applying Artic Silver Thermal Paste