Get ready to have your fruit-loving minds blown: Watermelons are berries. And so are cucumbers, cantaloupes, squash and pumpkins. Scientifically called pepos, these fruits fall into a specific category of berry—one with a tough rind, multiple flat seeds and pulpy flesh.