There does not seem to be such option, and neither do I see an open issue about this.
A few of them are about volume control, but I would encourage you to create a new issue asking specifically for default mute:
https://github.com/TeamNewPipe/NewPipe/issues

I use an automation app called MacroDroid, it lets you do all sorts of stuff.