If the entire party does that, they'll never win another national election again, and they know it. Power will eventually matter more than ideology.
Nothing is forever. But maybe for the next 20 years. If it came to that, the Republicans will eventually lose due to corruption. So naturally, there will be an opening for the Democrats sometime in the future.