The Collaborative International Dictionary of English v.0.48:

Fugitive \Fu"gi*tive\, n.
   1. One who flees from pursuit, danger, restraint, service,
      duty, etc.; a deserter; as, a fugitive from justice.
      [1913 Webster]

   2. Something hard to be caught or detained.
      [1913 Webster]

            Or Catch that airy fugitive called wit. --Harte.
      [1913 Webster]

   Fugitive from justice (Law), one who, having committed a
      crime in one jurisdiction, flees or escapes into another
      to avoid punishment.
      [1913 Webster]

WordNet (r) 3.0 (2006):

fugitive from justice
    n 1: someone who is sought by law officers; someone trying to
         elude justice [syn: fugitive, fugitive from justice]