"The address mentioned on that site is 10 mins away from where I live.
So, I know that there is no Bitcoin exchange over there. "
very strong statement that will build doubt for sure if this address that has been provided is not existing a possibility of a scam site hope no one got into the net of scammers, arbitrage is good but that big difference from current price is too suspicious better to review and and assess properly before doing any trade.
The simple statement about reviews is: "you cannot review something if you do not have any experience it."
In this case it goes: 1. trade 2. review (it cannot be: 1. review 2. trade, as you mentioned).
My experience was a pleasant one, so my review still remains positive.
Can you provide with proof of payment? Transaction id and transaction picture?
I doubt to your India exchange site you mentioned, because the site looks like copy-cat, I ever see the interface, system even min.deposit is have a same amount.