I paid ₹6,000 as security deposit for a shop and was supposed to sign the agreement on 20th March, paying another ₹12,000 for two months' deposit and one month's advance. Now, I can't go ahead with the agreement, but the owner refuses to return the in

I paid ₹6,000 as security deposit for a shop and was supposed to sign the agreement on 20th March, paying another ₹12,000 for two months’ deposit and one month’s advance. Now, I can’t go ahead with the agreement, but the owner refuses to return the initial deposit. Can I take legal action against him?