Castelblanco is a Spanish surname. Notable people with the surname include:
Jorge Castelblanco (born 1987), long-distance runner from Panama José Castelblanco (born 1969), Colombian cyclist Pedro Castelblanco (1894–1982), Chilean lawyer, diplomat, and politician