Since this took me a while to troubleshoot and also the solution is a bit weird, I feel that there is a need for me to blog it down.
Problem
Two days ago, my wife told me a problem on her laptop - Lenovo Ideapad L340. Whenever she opened to YouTube, the video played with cracked sound.
It didn't happen to all videos but unable to predict which type causing this problem.