You'd quit it using Quit from the Adobe Reader menu. But shutting the computer should do that.
Let's see where we are.
Have you definitely launched Adobe Reader (just opened it like any other app, launch is Apple's word for that, hence Launchpad)?
When you did, was there a license agreement to accept?