I’m pretty sure this option exists in the youtube settings, I found it and disabled autoplay at one point. Poke around, you’ll find it.
Sometimes I just let it play in the background to eat up their bandwidth for no reason because i don't like stupid default settings. I get it that google is trying to turn the Internet into a TV, but soon you won't even have to type anything in Google Search... the results will come to you.