So, after troubleshooting for a while, listening to all accounts of wisdom and experience from everyone here – I realised the issue was the Specular property for my shading on the ground plane. After changing the Specular down to 0.038, and the Sheen to 0.5 to keeep more of the color’s light, I got rid of the light reflection.
Edit: And I updated my GPU Driver