Thanks a lot! It works now!
It only prints parameters from the last layer so it means  freeze() works I think 

1.layers.0.weight
1.layers.0.bias
1.layers.2.weight
1.layers.2.bias
1.layers.4.weight
1.layers.4.bias
1.layers.6.weight
1.layers.6.bias