The name Kathleen is a baby girl name. The name Kathleen comes from the Irish origin. In Irish The meaning of the name Kathleen is: Variant of Katherine: Pure.Clear. Innocent. From the Gaelic form Caitlin.he name Kathleen comes from the Irish origin. In Irish The meaning of the name Kathleen is: Variant of Katherine: Pure. Clear.