Cumulonimbus clouds are towering vertical clouds, often associated with thunderstorms and severe weather, capable of producing heavy rain, lightning, and tornadoes. They form from cumulus clouds in unstable atmospheric conditions where warm air rises rapidly, reaching high altitudes and spreading out at the top to create an anvil shape.