Look at the underside of the leaves - are there any egg masses there?
I had watermelon planted in the same place last year. The vines grew like crazy but I never got any fruit. The potatoes never even sprouted, they were eaten away before they had the chance. Prior to the watermelon nothing had been planted there for several years. This is a raised planter.