Are you using cycling shoes? Is the strap your talking about on the shoe or on the pedal?

If you are using cycling shoes, changing the cleat position might help. You might also need a stiffer sole or a type of pedal that's going to support more of your foot, - like a road pedal if you're currently using an SPD.