1. Blanch the arugula in boiling water for 3 minutes. Remove with a slotted spoon and immediately plunge into a bowl of ice water to stop the cooking process.
2. Drain the arugula and place in a blender along with the lemon juice, olive oil, and water. Blend until smooth. Season with salt and pepper to taste.