As a verb, "rock" means "to sway".
It is also a slang meaning "to be very good, impressive, exciting, or effective" (dictionary.com).
It is in this sense when they say "I want to rock" or "Do you want to rock and roll".
It is like "Let's get started (for something exciting)", "Let's have a ball". and so on.