Privilege escalation is when someone is able to use their privileges (permissions) to get extra privileges (more permissions) that they're not supposed to have. It's like if you have a key to get into your house, then you use that key to get into your neighbor's house - you didn't have permission the neighbor's house, but you used the privilege you had to get an extra privilege you weren't supposed to have.