precipitaphobia 

An unrealistic fear of weather events, especially snow, before they actually happen.

"Precipitaphobia reigned as supermarket shelves were emptied because snow flurries are predicted THREE FREAKIN' DAYS FROM NOW.

precipitaphobia by Charles D. Allen February 4, 2010