AI said there's no such settings before, but thanks to another googling, reddit gives the solution: The duration status bar display can be toggled in Settings/Display(Advanced)/Episodes/Duration with Playback Speed.
I needed to disable it because I was used to figuring out the duration in my head as I am aware of what speed I'm playing as well as I need to know the standard duration of each episode.