Add salmon fillets to a baking dish, skin-side down. Rub top and sides of salmon with olive oil and sprinkle with salt and pepper. Top with lemon slices.
Add tomatoes around fish. Bake for 8 to 10 minutes, just until fish is firm and flakes easily with a fork.