Here's how to do it:
var myVideo = document.getElementById("my-video")
myVideo.controls = false;
Working example: https://jsfiddle.net/otnfccgu/2/
See all available properties, methods and events here: https://www.w3schools.com/TAGs/ref_av_dom.asp