Thanks for the welcome! I tried searching in google before and didn't find anything relevant except for this one:
http://physics.stackexchange.com/questions/303/why-does-water-make-a-sound-when-it-is-disturbed
There are two replies in that site, which I think is most relevant for my second question:
a high pitched slapping sound when the stone makes contact with the water. This is due to the air between the stone and the water being pushed out, as well as the surface ripples
and
I think the high-pitched sound is caused mainly by the breakdown of the tension formed by the water layer on the surface (see
http://en.wikipedia.org/wiki/Surface_tension for more detail). So it's similar to slapping a table with your hand.
These two replies put me in further confusion, that's the reason I posted the question. Now, I will refine my question and put it back:
Lets Imagine there is a tap and a ground underneath. There is just air between those and nothing is disrupted. I turn on the tap and the water flows down on the ground. The moment I turn the tap on, the first stream of water hitting the ground makes a sound which I understand is because of air being pushed away. But what about the subsequent streams of water flowing from the tap and hitting the ground. Since I assume, there is no air between the water and the ground now, there is no air being pushed away. So how does the subsequent streams of water cause sound.
Hope I have written it clear!