Is League Really THAT Toxic?

Maybe yes and maybe no. Sometimes players will be toxic if they can man-up with their errors or sometimes they argue with the most obvious things. If you find yourself in that situation, all you can do is to mute all of them so you can concentrate on your gameplay.