Agriculture Department spokesman Jeff Squibb said officials believed the exhibit "wasn't appropriate for a family event" and could be viewed as electioneering on state-owned property.
One mural showed Republican vice presidential nominee Sarah Palin shooting Bullwinkle while Rocky watches in shock.
Another mural had a figure labeled "Governor Chicago-vitch" and one labeled "Speaker Mad Again" with their hands at each other's throats.