According to North Dakota State University Extension and Ag Research News, rabbits are responsible for killing more trees in winter than cold temperatures. Rabbits eat the bark off young trees, especially fruit trees, to get to the sugar-rich tissue just below the bark. If a tree loses bark all the way around its circumference, it is likely going to die.