Removing it will make it burn more fuel as car will always be running in lower engine temperature than factory setting.
I personally experienced this when I bought Pajero Mini, after installing its thermostat valve, it got back to normal engine temperature, spark plugs now have rusty color. In traffic jams, temperature needle gets a bit high, but thats normal. Nothing to worry about.