One-Pan Cheesy Broccoli & Rice Casserole

2 cups broccoli florets

1 cup shredded cheese

1 teaspoon garlic powder

1/2 teaspoon salt

1/2 teaspoon pepper

1/4 cup milk

1 tablespoon olive oil