On the contrary means the opposite is true. It is the correct answer because this expression is used figuratively to describe introducing a statement that disagrees with an earlier idea.

Examples:

• The test was not easy; on the contrary, it was very hard.
• He is not lazy; on the contrary, he works daily.
• The room is not noisy; on the contrary, it is silent.