Combine the cold water and the juice of 1 lemon in a saucepan. Peel the celery root(s) and cut into ½ -inch-thick slices. Add the celery root to the pan, bring to a boil, and cook for 10 minutes. Drain and set aside.
Warm the olive oil in a large sauté pan over medium heat. Add