It sounds like it is the wrong colorspace. Most downloaded images are already gamma-corrected to look right on the monitor. Non-gamma corrected works best for rendering.
Take a look here a sRGB: https://docs.unrealengine.com/latest/INT/Engine/Content/Types/Textures/Properties/