Sorry, I had ancestors who lived a couple of streets away so I made enquiries at Leeds library but they had no records. The burial records could be in the Catholic archives, you could try them.
Some of my ancestors were baptised at Call Lane Arian Independent / Arian Congregational, Leeds which was also fairly close and presents yet another church for your research.
Dave