Yes you do. Brush or toss  the vegetables with a little olive oil, coconut oil, or butter to prevent them from drying out and sticking to the grill.  Oil helps seasonings, like salt and pepper, stick better, too. You can also use a marinade or salad dressing for extra flavor and moisture.