Both of the arrested parents deny the charges.
The children have previously spent time in foster homes while their parents were investigated for alleged assault against them.
According to Aftonbladet the children were allowed to return home, but their five-year-old daughter raised the suspicions of a psychologist, which has now led to new charges against the couple.