How to Undo after Switch to a Broken WordPress Theme that Lead to Error 5XX.

Uploaded a customized WordPress Theme, Logged in to Wp-Admin, change the current theme to the new theme, boom! All front end and backend is now error 5XX. Does it sounds familiar to you?  It happens…