Me too and then I tried the following:
I checked off the box in vid. settings which allows me to load all textures into system mem. then I restricted my FPS to 60 fps, instead of unlimited, and I have no more problems. This uses a lot of memory but, it doesn't seem to have any negative effects, as opposed to what I was getting before I did this.