traveling with water tows better?

This seems odd to me, but I have come to the conclusion that towing with a full fresh tank of water, the trailer actually tows better. Anyone ever experience this before?

It's not night and day better, but just seems to be better.

I am concerned about the trailer load traveling with an extra 300# of water if it's not needed. Maybe it's in my head?