Solution:
Yes, there are some browser policy that doesn’t allow you the autoplay vidos UNTIL there is no user interaction on the page. So basically, if you display a video on a button click, that will work with autoplay.
I tried to do the following a while ago and figured out that it works only if I did some interaction on the page (like click) before.
Here is a detailed policy changes from Google.