This is like a ststic electricity sparks you see, but much bigger.
Most lightning happens inside a cloud, but sometimes it happens between the cloud and the ground. A build up on of positive charge builds up on the ground beneath the cloud, attracted to the negative charge in the bottom of the cloud.