One web page says:
Most ovens are not flammable, so unless they were really ancient, most ovens would not have caught fire like Squidward's did. [...] it is highly unlikely that it would have been able to set fire to the entirety of Squidward's house that quickly.
But, they need to have made the oven extra-flammable so that it can work underwater.