Trim fat from beef tenderloin. Mix remaining ingredients; rub over beef. Cover and refrigerate 2 hours.
Heat oven to 350. Spray shallow roasting pan with nonstick cooking spray. Place beef in pan. Roast uncovered about 40 minutes for medium doneness. Let stand 5 minutes. Cut beef across grain at slanted angle into thin slices.