Arrange vegetables in an single layer. Sprinkle with salt and pepper. Lay a few thyme sprigs (or sprinkle with dried thyme) on top of the vegetables and bake in preheated oven for 22-25 minutes, stirring the vegetables halfway through baking time, until tender and lightly browned.