elementRef.nativeElement.querySelector() should work
Alternatively you can add a template variable
<div #someVar></div>
and then use
@ViewChild('someVar') myDiv;
and Angular assigns a reference to the div to myDiv (initialized after ngAfterViewInit()) is done)