Wishing evil; disposed to injure others; rejoicing in another's misfortune.

Malevolent spirit is a way to describe a malicious supernatural force that causes harmful acts to living beings.

wishing or appearing to wish evil to others; arising from intense ill will or hatred; "a gossipy malevolent old woman"; "failure made him malevolent toward those who were successful"