A backlight module and a display device are provided. The backlight module includes a light source panel, a first optical control layer, and a second optical control layer. The light source panel includes a plurality of light-emitting blocks arranged in an array, and each of the light-emitting blocks is provided with a plurality of backlights arranged in an array and connected in parallel. The first optical control layer is spaced apart from the light source panel and includes a plurality of control regions each corresponds to one of the backlights. Each of the control regions has a light transmittance increasing from a center position to an edge position. The second optical control layer surrounds each of the light-emitting blocks and is configured to collect light emitted by each of the light-emitting blocks, such that the light emitted by each of the light-emitting blocks is emitted to a corresponding control region.