Bring a medium saucepan of water to a boil. On the bottom of each tomato make an X with a sharp paring knife.
Dunk each tomato into the boiling water for about 30 seconds, until you can see that the skin is coming away from the tomato. Use a slotted spoon and dunk each tomato individually. Set them aside on a cutting board to cool.