Since, you're getting salary in cash, you can't show any income proof and without that no bank will give you any loan. It's better to get salary (at least some) by cheque, get PAN number, and start filling your ITR. It will help you a lot in long term.
For the time being, consider loan on Gold, if possible.
Hope it will help you.