The US isn't the only one that taxes its citizens no matter where they are in the world. Americans can get out of taxes provided that they fulfill some requirements and you can read more about this in the Tax Guide for Overseas Americans.
Peruvians and Foreign Residents also have to declare taxes on money they make in other countries. Whether or not you can avoid paying taxes to Peru depends on your situation. See SUNAT for more info.