There is a tremendous amount of conservation effort from many privately funded, non-profit organizations. One could make a convincing argument that The Nature Conservancy, WWF, Sierra Club, et. al. do more work protecting our wildlife and wilderness areas than the government's neglected BLM land.
Perhaps small government advocates prefer philanthropy over authority?