The two children were under the age of 10.
King Carl XVI Gustaf made the comments during the royal family's Christmas TV special.
The country had recently seen spikes in COVID-19 cases among older teenagers.
Prime Minister Stefan Lofven has implemented a raft of strict new restrictions.