Since this series has a ton of mudding up the silver-age waters, I'd guess Barry is the father, but Boomerang didn't know it. Boomerang probably had his brain mucked with, too. I'd guess all of Barry's rogues did, they were mostly morons back then.

"Power corrupts. Absolute power is kind of neat."