Nikunj,
Yes, as per your latest image, Abhilash's solution will work if you are inserting a group on Item Number column (or item code if your database field is with that name) and by including summary on Quantity in group header.
I think there is something else which is not allowing you get the summary as you wanted. Can you share the report with saved data and .txt extension?
Thanks,
Raghavendra