Can I install any iOS version I wish by picking and choosing which firmware to restore?

Question

I'm trying to downgrade my iPhone from the current iOS to an older one, as per this question.

But every time I try, I always receive this error:

The iPhone could not be restored. This device isn't eligible for the requested build.

I have tried many times with and without DFU mode. Any ideas regarding this?