In fact my WiFi DO HAVE Internet access, but for some reason it keeps telling me I don't and won't automatically reconnect to it. Now I have to manually reconnect every time.
So, is it possible to disable Internet access detection of WiFi networks?
I'm using CyanogenMod 12.1.
EDIT: Add screenshots.
(click to enlarge image)