What is the name of the Dutch city which was home to the Pilgrim Fathers before they sailed to America?

About half of the passengers on the Mayflower were Separatists who had fled from England to Leiden, Holland to escape persecution.

Source: http://www.mayflowerhistory.com/Genealogy/LondonAndLeidenGroups.php