How do you quit Microsoft Office installer on the computer?

You can go to the Task Manager and end the process, however I do not recommend this as Microsoft Office might not have been installed properly, leading to problems with using the program. If you really need to end it, go ahead and do it that way.
But to be safe, you can re-install Microsoft Office and everything should be fixed.