RHEL 9.2, RTX A4000, GPU driver installation GPU fan goes super high annoyingly

By following these commands on NVIDIA website, I install the GPU drivers on RHEL 9.2 for RTX A4000. After installation when I restart my Dell Precisions 7920, since the moment RHEL boots up to login screen, the GPU fan goes so high and never comes down. The temperature on the NVIDIA setting app shows 33 degree Celsius. Below it, there is a check mark for Enable GPU Fan Settings, I turn it on and set the Fan speed at another number. When I restart the RHEL, the check mark goes off automatically and reverts back to 30. This Fan issue is annoying. As soon as I remove the driver, the GPU Fan gets quiet again.

wget https:// developer .download.nvidia.com/compute/cuda/12.1.1/local_installers/cuda-repo-rhel9-12-1-local-12.1.1_530.30.02-1.x86_64 .rpm
sudo rpm -i cuda-repo-rhel9-12-1-local-12.1.1_530.30.02-1.x86_64.rpm
sudo dnf clean all
sudo dnf -y module install nvidia-driver:latest-dkms
sudo dnf -y install cuda