Thats how I got my first pellet gun when I was ten. Rabbits kept eating my Mom's flowers. All I used was a .17 cal Daisy and I could shoot them from my kitchen window at 40 yards.

That Crosman will be more than enough power and not as noisey as a .22lr

Aim for the head and they wont run off injured.