Fake engine sounds in electric cars have a purpose, its so you can hear the car coming when its going slow (I think its less than 40 or 50kph). If the car is going faster the tires make enough noise.

They had to add the noise makers in because people were getting hit. I remember when my step mom had to take her then new electric car in to get it installed.