Shuck the corn. Sweet corn soup is made with corn at the height of its ripeness in the summer. Take an ear of fresh corn and pull the leaves down to reveal the silk. Use your fingers to pull all the leaves and silk from the corn. Chop off the bottom knob with a sharp butcher knife.