It's not because they wanted to give rural votes more weight.
The Republican Party ran a massive, coordinated operation to take over state legislatures, who control the redistricting process, to ensure GOP dominance in the House.
In 2012, more votes total were cast for Democrats, but the Republicans retained 33-seat majority. The state laws ignoring climate change in favor of fossil fuel business is just a side-benefit.
https://en.m.wikipedia.org/wiki/REDMAP