About hazel trees. The hazel tree is a low-growing shrub that dates back to 4500 B.C. The filbert tree is the domesticated hazel tree, but the nuts are the same for cooking purposes. The nuts of the filbert tree become ripe in late August, on or about the twentieth, which is St. Philbert's Day, hence the name.