Clean Stove Act of 2007 - Amends the Internal Revenue Code to allow individual taxpayers a tax credit, up to $500, for the cost of replacing a residential wood stove with: (1) a wood-burning stove that complies with current Environmental Protection Agency (EPA) standards; and (2) a pellet or corn burning stove. Terminates such credit after 2010.