Growing Cantaloupe?

This is my first time growing cantaloupes and the vines are beautiful with nice large fruit, however, the fruit is not sweet at all. I do not pick them until they are ripe and have come loose from the vine. Do I need to add something to the soil to make them sweeter?

By Karen