Lighten Someone's Purse Meaning

(idiomatic) to take money from someone.

Example: 1883, Howard Pyle, The Merry Adventures of Robin Hood Chapter V
  For when Robin Hood caught a baron or a squire, or a fat abbot or bishop, he brought them to the greenwood tree and feasted them before he lightened their purses.