By the time I realized what happened, he was already gone.
Tips
grammar
回过 almost always appears in set phrases: 回过头 (turn one's head), 回过神来 (snap out of it/come to one's senses), 回过味儿来 (realize after the fact). It's a resultative complement structure: 回 (return) + 过 (completed action).