Heat the vegetable oil in a deep frying pan over medium-high heat.
Carefully place the Brussels sprouts in the hot oil and cook until nicely browned and just cooked through, 3 to 5 minutes. (Have a lid nearby in case the oil sputters.)
Drain on paper towels. Season with salt and pepper. Serve.