They can fly across interstellear distances and are afraid to be seen. Puhleze. If they could do that, they ain't afraid of us.
They are not afraid of us.
Except in rare cases where their paralysis mind control or whatever technology hasn't kicked in quickly enough and the individual(s) involved are prone to physical violence. Then, individual ET's can show a lot of fear.