I get that on my truck, but only when it's foggy. The increase in humidity might be causing it for you, or at least making it louder.
As others said, putting something to break up the air flow over the antenna usually fixes it. Electrical tape will work, but won't last long. If you look at the newer vehicles out there, they've put a spiral under the antenna coating to do this. You could easily do something similar. Small diameter black heat shrinkable tubing will work, and last longer than tape.