
Hmmm... I don't think that's the case. It's weird for them to be siblings in all honesty. The age difference is as grand as them being father and daughter. Also, maybe the Duke has some amnesia problems that made him forget if he had a one night stand or something. But these are all my own imagination and desire for them to be father and daughter.

they're not, mc is actually the dukes daughter, there's actually a reason why the duke forgot her
x x S P O I L E R S x x
the MC actually died in an house fire at age 18 if i remember it correctly, i dont know who the duke made a deal with, but he exchange all his memories of his daughter and his wife so he could return to the past, with is now and he wouldn't get back his memories
So... The Duke and the MC are actually siblings?