The Collaborative International Dictionary of English v.0.48:

Victimize \Vic"tim*ize\, v. t. [imp. & p. p. Victimized; p.
   pr. & vb. n. Victimizing.]
   To make a victim of, esp. by deception; to dupe; to cheat.
   [1913 Webster]