Share Email. Pepino melons are not really melons; they are the fruit of a South American evergreen and actually related to the tomato and the eggplant. Sometimes they are called tree melons, or melon pears. They have been cropping up in the grocery store lately and we were intrigued by the beautiful stripes and teardrop shape.