You knew it already. Bowser kidnapped the Princess.
Same as Mario, but Mario also gets kidnapped.
Yoshi is having a feast, when Bowser suddenly stole the food to add it to his own feast.
You're on a quest to escape Bowser's castle.
Same as Mario.