Yes, very likely. I used to install and service satellite TV systems. You probably have low signal strength to begin with. If not, perhaps there is a tree that only blocks the signal when it's windy.

I once had a customer that lost signal in the rain. After much investigation, I found a splice in the cable...in the gutters, which filled with water when it rained.