Either cut the celery's bottoms off and submerge the stalks in cold water, or if you don't have a large enough container, place the stalks upright in a large glass or vase.
Next, put it in the fridge overnight. This will begin the capillary action, where the water is absorbed into thin tube-like structures in the stalk and moved up throughout the plant.