Multisite, turn off “create new site”

If someone enters the wrong URL to my wordpress multisite, they get the option to create another site in the network. Why does this happen, and how do I turn it off?

This setting is controlled under: Network Admin > Settings > “Allow new registrations.” You may want “Registration is disabled.”