I wouldn't hesitate to make your land more attractive to deer. First off, you're in the middle of those fields Your property offers deer easy access to food and bedding/cover. Intersect the deer when entering/exiting field after or before feeding.
Water would be a big help but not having it wouldn't be a deal breaker. I would also try to plant food sources that would give your property an advantage, especially after the crops are harvested. Persimmons, figs or even apple trees would be good enticement. I would also introduce myself to the farmer/neighbors as this could pay nice dividends. Your spot has much to offer. Be nice to be in your shoes.