From what I've read, it's usually a few minutes after the official sunset time, so in mid August, around 745. I was just there, but had a World of Color Virtual Queue pass, so we got in line for that instead, since sunset was after 8. We then walked down Route 66 after to see the beautiful neon in the dark.
Maybe someday I'll get to stick around Route 66 for the actual lighting.