Why does the atmosphere's refractive index vary depending on altitude?

The refractive index of a material is the measure of how fast light can pass through it. 

The refractive index of the atmosphere is different at different altitudes because as we go to higher altitudes, air density will change. Air density changes with altitude, and hence the refractive index also changes with altitude.