First, they told us the secret to getting hard boiled eggs to peel easier was to bake them. Yes, it's convenient but I'm not so sure that really works. Now, the way to really make a difference is to boil them, according to Serious Eats. But the trick is to put the eggs right in boiling water straight from the fridge. Here is all of the info you need including cooking times.