Hi Rumana,
There are many options for you.
1) Sharia compliant co-operative bank has opened in Kerala, which is like an islamic bank. they give loans without interest.
2) collateral free bank loans are available for micro and small scale companies in many leading banks like Axis, ICICI and HDFC