Weight is also relational to size. Stick to a smaller 16 or 17 inch rim. It is possible to find fairly light wheels in these sizes at a decent price.
And as above. Yes. Pretty big impact.
Again, lightweight attractive wheels in a good sieze = $$$$. Best go a smaller rim, thats not heavy but not "light" and spend the money elsewhere to make up for the additional unsprung weight