Men often associate tears with sadness and want to stop whatever it is that is causing those tears in a loved one. It is his way of showing you how much he loves you, in my opinion.

I don't believe you can turn them off or even want to but if you can find some way to convince him that your tears are tears of happiness he may be more receptive to them.