It is a summer plant like pumpkin, they need a lot of water and sunlight to sustain the growth of size of their fruits. This is the reason why no till farms harvest bigger watermelons because their soil has earthworms holes that penetrates by the watermelon roots otherwise you need to plough your soil deeper or use an irrigation dip plus the plastic mulch that traps the moisture beneath.