If you don't want to just stumble around blindly until you get there, here's how you find the solution.
The solution you found with $21$ vertices probably looks something like this:
 have only $10$ neighbors... but that's exactly what we want to improve the vertex cover. Just replace these $11$ vertices by their $10$ neighbors, and you get a solution of size $20$:
![Improved solution](