My fingers do the same thing, and I don't have high blood pressure. I think it has something to do with gravity - your hands are hanging by your sides, and fluid collects. When it happens to me, my fingers even tingle a bit. If I make sure to keep my arms moving when I walk, my fingers don't swell.
"Whatever you are, be a good one." --Abraham Lincoln (1809-1865)