Heavy rain could push the total fade over the edge but there is probably
something else adding to the problem.

http://www.gigabeam.com/images/attenuationChart_02.gif

From that graph, the maximum rain fade you could hope for is less than 10
dB, still plenty of link margin.

Would the military guide atomic weapons with a system that fades out in
rain?