Cheating by finance people from delhi

Dear Sir, I am a resident of bangalore. Recently I wanted some finance and came across one company by name Jupiter finance in new delhi through news paper. they have mentioned that they are providing loans at 3% PA flat interest rate. they have indicated to us that they are nbfc funded by NRI's . We decided to proceed loan with them. they took the processing charges of Rs 5500 from us with the condition that " if JUPITER FINANCIAL SERVICES will be create any problem after take 5500-/.you have to give application to cancellation.and we will refund your registration fees 5500-/ with on 2 hours". After loan processing they asked us pay additional Rs 32000 as a security deposit which we declined after going through their agreement. In the agreement - they have mentioned tie up with south indian bank-But the bank declined. Their logo in the loan letter is USA based company's jupiter financial which they are using illegally-US company confirmed. They are putting the seal as Jupiter services PVT LTD and they are not a private limited and private limited company is different only. Pl let us advice how to recover our money Regards.. Prasann