My father learned this song from his mother and used to sing it when I was little, but he learned a later verse:
In the forest on an autumn's early day, came a hunter tired and weary for he had lost his way. He knelt down by the river, "Oh Falling Leaves," he cried, For he remembered the beautiful October when she had promised to be his bride.