"Peace" and "piece" are homophones. A puzzle piece is a portion of a puzzle. Missing peace means peace that is not present. A missing piece means a section that is gone. Peace is tranquility, or a period of time where there's no war.  This joke is playing on the word "peace" since it sounds like "piece". 
Life is a puzzle ; look here for the missing peace .