The correct answer is:
Both when it's stretched tight and when it's flying across the room.
When you stretch the rubber band, you are storing potential energy in it. Once you release it and it flies across the room, that potential energy is converted into kinetic energy as it moves. So, energy exists in both states: when it's stretched tight and when it's in motion.