With an economic slowdown cutting into its tax take, the South Korean government has plans for one of the country's last untapped revenue sources: clergy earnings.

A tax bill announced Thursday and soon to be submitted to parliament would strip priests, monks and other religious leaders of the tax exemption that dates back to the founding of the country in 1948.

The...