Just put them in a pot, not large, with enough water to cover the eggs and no more. Cold water. Add heat, high, and heat to boil for no more than a minute. Remove and put in cool/running water. Results in non-plastic whites and soft yolks.
Though, I prefer poached or scrambled. For boiled, quail eggs are great (and, where I live, also cheaper).