Well, no. It should spread as soon as you power on.
Now, perhaps you didn't need thermal paste then. In order to help the cooling effect, it's the fan you need. 1-2 in the back taking out air, and 1-2 in the front for taking in cool air.
Reapplying thermal paste doesn't necessarily it will cool down your GPU.