what do you actually buy when buying domain names

I've come up with an odd question. What do I actually buy, when I buy a domain name. I mean, domain names are just human readable IP addresses and the IP addresses must be provided by the buyer. Do I pay for storing a domain name and IP address on a DNS server? If so, why isn't everybody in this business? Seems like an easy money.