Ukrainian officials are warning that Russian forces may now have control over Chernobyl, the site of the world’s worst nuclear disaster, raising alarming questions about possible radiation issues descending upon Ukraine, Belarus, and other European countries should the fighting continue.

Ukrainian Prime Minister Denys Shmyhal and Mikhail Podolyak, a top presidential...