Yep, just not the Catholic one that we know today. But it is a good reference by the former Pope to the true church comprised of all the believers in Christ.
He was talking about the Church that protestants broke away from in the 16th Century. God never intended for a German monk to splinter his Pilgrim Church on Earth. He weeps.