I have an iOS app, I don't want this (only this) app to access Internet. Is there any option in the settings to do that?
You can not prevent it from accessing the internet completely. However, you can disable it from using mobile data. Go to Settings -> Network and scroll down.
Unfortunately, I don't believe there is a per-app setting.