It is possible to gain weight from drinking water, but it is not the same as the weight gained from eating. Aptly named “water weight,” this type of weight typically goes away within 24 hours, when the body naturally uses this supply of water. However, if a person’s diet is very high in sodium and very low in potassium, this water weight can stick around longer and be harder to lose.