"Tough As Nails": Calf cramps on long runs-training for 1st marathon-help!

Anyone have advice to combat pretty bad calf cramps during tail end of long slow training runs (16-20 mi). They get severe and the next day are killing me. I am drinking plentyof water and using eGels as directed..Thanks!