Here's why:
* Champion is a concrete noun, referring to a person or thing that has won a competition.
* Championship is an abstract noun, referring to the state or quality of being a champion, or the competition itself.
For example:
* Champion: "She is a champion swimmer." (refers to the person)
* Championship: "She won the championship." (refers to the competition or the state of being a champion)