It's not done in Chrome, it's done at the "system" level. Go into your WiFi settings, press and hold on your WiFi network then select to modify config. Tap the checkbox to show advanced configuration and set your proxy there. FYI, Android does not natively support proxy scripts (as some corporations use to auto-config proxies), it needs the actual proxy server configured.