My friend managed to do a bottched job with adding this code into the "Custom Javascript" section:
$("link[rel='icon']").attr("href", "/assets/uploads/system/favicon.ico?v=1515805137459");
Anyway here's the picture:
0_1515999429639_Untitled-1.png
I had to use PNG as ICO isn't supported