Here are a few references to make things clear.

http://www.utstat.utoronto.ca/~radford/sta247.F11/lec7.html

https://stats.stackexchange.com/questions/17868/if-random-variables-are-drawn-from-an-identical-distribution-why-doesnt-this-g

Hope this helps!