Person with a recurring urge to steal (12)
I believe the answer is:
kleptomaniac
(Other definitions for kleptomaniac that I've seen before include "A man to pickle (anag) - one with an urge to steal" , "Motiveless thief" , "Compulsive thief" , "Obsessive thief" .)