Thanks for your responses.
I found that screws mounting the HDD were a bit loose. I tightened them. Now there is NO FREQUENT noise on boot up. However this is heard seldom.
There was noise on bootup even after tightening the screws[mounting the HDD]. It's actually SMPS fan that is making sound. What's the solution?