Possible Clues:

• A criminal, I got arrested by the force's leader
• One with taking ways, but thick, do we suppose?
• Five-finger discount taker
• Person who wrongly takes last cherry stone?
• One's trapped by the female burglar
• Person who uses the 'five-finger discount'
• Our Lady Peace song that steals?
• Pincher
• The fellow I caught entering is a crook
• One taking things amiss