I had the same problem with my Acer Chromebook.
Turns out, it couldn't conect to my WiFi network due to the channel it was operating on (channel 13).
I changed my router's configuration and set it to work on channel 1 and it worked! Now it connects right away!
I hope this answer helps you guys.