Swedish police on Wednesday raided the headquarters of Swedbank AB, the latest Scandinavian banking giant to come under suspicion of laundering billions of dollars in illicit funds from Russia.

The unfolding scandal comes six months after Danske Bank said its tiny Estonia branch had moved more than $230 billion from Russia and other former Soviet states.

The...