Hey, I figured it out. I was stupid enough not to read the basic requirements for working of Ray. I didn't have JRE installed on my hosting as it was shared one.
I purchased a new VPS, installed everything needed and then installed Dolphin+Ray. And I am happy to say its working fine now.

Thanks a lot guys....

- Mittal Patel