Doesn't necessarily have to be captured. Might be someone attacked it and got all three of them angry enough to strike back.

[Pokemon or not, gods and other Doc Manhattan types tend to be sort of capricious that way, in Harry's experience.]

In either case, the Rockets are the most likely suspects. Unless someone's being particularly labyrinthine in an effort to make a criminal organization look bad.