If I am not mistaken, Chrome may still be running in the background even if you close all the windows.
Assuming you're using Windows, check your system tray (bottom right of taskbar) to see if there is a little Chrome icon. If there is, right click on it, click exit and try again.
Or, you can close it using the Task Manager.