Can I get student discount for iPhone?

No. iPhones are not included in the Educational Discounts.

You might take a look at what's available on Apple's Refurbished site:

Certified Refurbished Products - Apple

I've bought my computers there for years. They come with exactly the same warranty as a new device and you can't tell them from new.