In 4-quart saucepan or Dutch oven, place eggs in single layer; add enough cold water to cover eggs by 1 inch. Cover and heat to boiling; turn off heat. If necessary, remove pan from heat to prevent further boiling. Cover and let stand 20 minutes. Immediately run cold water over eggs or place them in ice water until completely cooled.