Why does VideoCapture in OpenCV 4.0.1 not work in my Anaconda environment in Windows 10?

Question

When I run the following:

import numpy as np
import cv2
cap = cv2.VideoCapture(0)
if (cap.isOpened() == False): 
      print("Unable to read camera feed")

My output is: Unable to read camera feed