Could artificial intelligence take us over?

As an example:

We can see how 40 years ago we used to dream of having computers playing chess with us. Apart from the Deep Blue chess playing computer developed by IBM today my mobile has a Chess game with "Expert CPU Level".

So, as more and more powerful computers and intelligent algorithms are developed its inevitable that Artificial Intelligence will surpass human intelligence.