Watermelons need essential nutrients like magnesium in order to grow properly and produce sweet-tasting fruit. For some watermelon soils lacking in magnesium, epsom salt (magnesium sulfate) and borax are common supplements that can help replenish this nutrient. Magnesium deficiencies typically occur in sandy acidic soils or soils that have been leached of nutrients by rainfall or irrigation.