I'm interested by your comment "I know we still love each other". Sorry to be a bit analytical, but you have probably come on here for some of that as well as sympathy, but what makes you say that, given the circumstances? Or is it just a wish? Do you have any idea why he is behaving like this? You say you have always made the first move, which suggests that what you wish for is what is driving you and he may have come to the point where he has realised he doesn't want to go there any more.
If you can pluck up courage, as I suggested to somebody else recently, ask a few of your friends who know you both for a totally honest perception for the relationship as they saw it. Whatever the answers it will give you something to think about and may help you decide whether it is worth trying again or acknowledge that you wanted this more than he did and it is gone.
It is so hard to be objective when your emotions are in turmoil as they are, but if you can be brave and face the situation truthfully, you will come out of it far stronger and in a better place for the next time.
Best wishes!