Ok figured it out. The problem is that in M2 you have to emulate the area code as well. Allan Storm has an article on that.
The final working solution looks like this:
protected function getOrderItemsHtml($order)
File responsible for setting colspan is:
In above file order_totals block has argument label_properties. You need to override above file in custom theme.
Create new file at:
With following ...