As many of chromium's command-line options are “added and removed at the whim of the developers”, man chromium-browser only documents a few “relatively stable flags.”

A developer How-to however links to this list of options, where among many others you find:

--start-fullscreen
        Specifies if the browser should start in fullscreen mode,
        like if the user had pressed F11 right after startup.

A quick test with Chromium 61.0.3163.100 reveals that this option works at least with this version:

chromium-browser --start-fullscreen