I mean I'm not saying they're right, but it's really only this one election they're claiming is fraudulent. Not "any election we don't win" as you stated.
Also, this is the state with a pro-insurrection senator that sued another state for voting for Biden. The last four years have definitely been a hard shift right for what was already a solidly right-wing state.