I just don't understand why is the index expressed as 100 for the base year
It is an arbitary convention that is used. Currently, a base period of 1982-1984 is being used. See
http://www.bls.gov/news.release/cpi.t03.htm
Using a base period CPI value of 100 makes is easier to visualize % changes since then.