The serious tone should be reserved for important moments and where it fits.
Keep the story serious at all times and it becomes boring and inflationary and eventually loses its impact.
Legend of Korra is a good example of this.
In the Last Airbender series, the creators only wrote core episodes, such as the season finales.
In Korra season 1 they write every episode.