According to the principle of barometric levelling, atmospheric pressure decreases with an increase in altitude. This occurs because the weight of the air above a point reduces as one ascends to higher altitudes, leading to lower pressure. The relationship is not linear but exponential, indicating that atmospheric pressure and height are inversely related.
Hence, the correct option is: Atmospheric pressure varies inversely with height.