Why not delete your neighbor's network from the "Preferred" list? Specifically:
Go to System Preferences, then "Network."
Click "Advanced," delete your neighbor's network from the "Preferred Networks" list, and press "OK."
Also, make sure "Ask to join new networks." is checked on the "Network" screen.