Mini Mushrooms are power-ups. If you touch them, you will grow small, and them become tiny. You can use them to enter small areas, and walk on water. You can't simply defeat enemies jumping on them, you must Ground Pound on them. Like Small Mario, if you get hurt in this form, you will die.
Mini Mushroom

A Mini Mushroom.