Compare two Javascript Arrays and remove Duplicates

array1 = array1.filter(function(val) {
  return array2.indexOf(val) == -1;
});

Or, with the availability of ES6:

array1 = array1.filter(val => !array2.includes(val));

filter() reference here

indexOf() reference here

includes() reference here