To my understanding,
Items Sales Report contains totals for sold items only, i.e., without taxes, discounts applied to invoices or shipping costs (if the item's unit price does not already include tax).
Invoices Report is sum of all invoices, so it includes taxes, discounts and shipping costs.
Hope this helps!