Greenleaf is a city in Canyon County, Idaho, United States. The population was 846 at the 2010 census. Greenleaf is part of the Boise-Nampa metropolitan area.The town was settled by Quakers in the early 1900s and is named after Quaker poet and abolitionist John Greenleaf Whittier.