Here's one reference I found to James Weldon Johnson being an agnostic:

"Johnson, himself an agnostic, used religious themes freely in his earlier poetry, but God's Trombones evokes black religious fervor using only straightforward African American speech..."
http://www.gale.com/free_resources/bhm/literature/gods_trombones.htm