Corrupt regime serving specific part of the country

Clientelism is the word you are looking for.
Well-known examples are:
Lega Nord in Italy,
Convergence and Union in Spain,
Kenya African National Union,
Sunnis in Bahrain and so on,
Everywhere, where you are expected to follow political leaders for privileges for your ethnic or religious group.