Thanks to @Merlyn Morgan-Graham and @CharithJ for pointing out another question, I thought it was something completely different when I read it.
I solved the problem and I would like to share it.
I downloaded the trial version of MS Expression Blend and changed:
<Trigger Property="IsIndeterminate" Value="false"> <Setter Property="Background" TargetName="Animation" Value="#80B5FFA9"/> </Trigger>
For
<Trigger Property="IsIndeterminate" Value="false"> <Setter Property="Background" TargetName="Animation" Value="#00000000"/> </Trigger>
It gives colors like these:
Dark red:

Even it works
<Trigger Property="IsIndeterminate" Value="true"> <Setter Property="Background" TargetName="Animation" Value="#80B5FFA9"/> </Trigger>
The progress bar does not change, but the colors are as they should be.
It is sad that there is no way to change it directly.
Thanks for the help.
Anon source share