I got hit by Crush about 10 times. Even the very first hit lowered my ATK. Any time my DEF did not get lowered, my ATK was lowered instead in the F1 window. This is exactly what the skill description says.
If you are not experiencing this, my only guess is that the attribute could be altering things. I am not sure if the person that hit me with it had the attribute or not, so you could test with or without it to see.