Create a udev rule that uses the USB authorisation mechanism in the kernel to de-authorize the device. The bus will put the device into suspend mode, and it’ll never become active.
I don't want to copy and paste. You'd also miss some useful information. So please read here how to do it. Or read here.
Don't forget to accept the answer, because it is the correct one.