What happens to predator population when the prey population increases?

Simply put, the predator population tends to increase, too. Eventually, there is a scarcity of prey, and then the predator population drops because many of them starve. Then the prey population recovers. It's known as "nature balancing herself", and it's been going on for millions of years and yet it is pretty successfully.