The word is not found in any of the French dictionaries and is rare in Anglo-Norman. The -ness suffix is Germanic, which suggests that the form may be a borrowing from M.E.
For the French cognate forms, see noblesce (noble + -esse), nobleté (noble + -té) and noblei.