Ok, the largest reason is probably less water vapor in the air now. (realclimate.org)
The result is less water vapor available for clouds or precipitation. (pnnl.gov)
As for rainfall, in the simplest models, lowered temperatures decrease evaporation of water from the surface into the air; and less water vapor translates to less rain. (ldeo.columbia.edu)