After tons of research found a way to solve this issue.

This is common for ordinary PIR sensors when we use the 5V out from Arduino. Therefore we have to separate the power for PIR and the Arduino using a Opto Coupler and some transistors to smooth the signal. Now the solution works fine.

I am posting here to help someone stuck with same issue.