Hello Taka,
I wouldn't take the last part as a third conditional; it can be roughly paraphrased as:
1. [This] naturally led to watching a movie we liked twice, even when we hadn't arrived late.
The past perfect here isn't counterfactual, to my mind: it deals with real occasions in the past.
All the best,
MrP