This is an issue of dispute among scholars. The majority of scholars say that it is only to be taken from the Jews and Christians.

Some scholars say that it is up to the Muslim ruler to decide.

Can a kaffir who is neither Christian or Jew pay the jizyah? If not, what should happen to them according to shari’ah?

Riba |