In a large bowl, combine the first five ingredients.
Add oil, eggs, asparagus, pineapple, orange peel and vanilla; mix well. Fold in pecans.
Pour into a greased and floured 10-in. fluted tube pan.
Bake at 350° for 1 hour or until a toothpick inserted near the center comes out clean. Cool for 10 minutes; remove from pan to a wire rack to cool completely.
For icing, beat cream cheese and sugar in a small bowl until smooth.
Add orange peel, vanilla and enough milk until icing reaches desired consistency. Spoon over cake, allowing icing to drip down sides.