I hydrate well, stretch (after my muscles are warm) if need be, eat some bananas or something, and if its still a problem soak in hot bath with Epsom salt to end the day. Been doing this since high school and its always worked for me, and Im in bad shape with all the accidents Ive been in.
Do you have any idea why your calf hurts, is your seat too high?