If you live in Chenggong, there is one in the village of Zhong Zhuang, near the Ikang subway stop. Baidu maps has it marked.

i often went to the protestant church on renminzhonglu, trinity church, and was surprised they often said they were catholic

doesnt make much difference to me, as i am sceptical...