the ants and critters will love the watermelon....but watermelon...nor anything else you can do beyond planting top notch genetics will increase the potency of the weed you end up with.
I would lose the wive's tale fables and would try to grow the strongest/healthiest plants you can with the seeds you have
that's about as good as it gets.