On low price/toy grade quads, it is usually because they get out of range of the transmitter so you can't tell them to stop. If you check out some reviews on YouTube, you'll see the reviewer throttle up the quad and turn off the receiver to see how it deals with losing connection. I don't know enough about pricier drones to comment on why they would fly away - software glitch?

Maybe an annoyed neighbor shot it down.