Terri,
Here's a trick to try:
Get the runner wet, and block it. If you have a pinnable mat or a piece of Styrofoam big enough, pit it to that. Some quilters use a couple pieces of 4'x8' insulation boards to do this with competition quilts.
Shhhh....it's a secret!!!!
Good Luck!!