Sounds like that's the secret then - use only the lightest coloured oil. I assumed that the stippling on my rifle went dark because it was oil, but it must've been that the oil was dark too.
I think it was just standard walnut oil that wasn't particularly dark on the wood grain, but the stippled areas just gobbled it up, turning them very dark indeed - and once done there was no reversing it.