Well there is a more easy way to do this
drawerToggle = new ActionBarDrawerToggle(this, drawer, toolbar, R.string.open_drawer, R.string.close_drawer);
arrow = drawerToggle.getDrawerArrowDrawable();
And then
arrow.setColor(getResources().getColor(R.color.blue);