Do Earthquakes come because the Almighty is not happy with us?

Generally Muslims believe when God is not happy with us, or something is seriously going wrong on earth, he sends some type of destruction to the people in one form or another. It could be wind (hurricane,) earth (Earthquake,) sea (Tsunami,) and other forms. Some say it is for punishing the people who are on wrong path or warning the people that are doing something wrong. **Is this a correct belief in Islam? Is there evidence that supports this?** Note that Christians also have the same belief. *My question is not about natural disasters in general, which can come in an enormous number of forms that no one can think about at one time. My question is about Earthquakes, hurricanes and tusnamis that were known at the time of the prophet, and we can probably find some reference to it.*