Very weird...
After some other tests, I did not find why it's working, but it is !
It was not working until I added WiFi.setHostname() before begin(), but it is still working after commenting it...
WiFi.mode(WIFI_STA);
//WiFi.setHostname("Atom-1");
WiFi.begin(ssid,password);