iTunes not syncing videos from the Photos app in Mac to iPhone
Okay, so I found a way. It's a work around, but it works. 


Email the video to yourself (email should be accessible on your iphone).
Save the video to your iCloud Drive
Save the video to your device (it will go to your camera roll).


Hope this helps others facing a similar issue.