It's 1000% rape given he has had his people threatened with their lives and he does not seem willing, even if he pinned her down halfway.
I would like to know more about the backstory, though!
He's a bad person!
Hopefully love will change him!
Then everything will be good! Yay!
(Note: don't try changing people in real life, unless you are prepared for disappointment)