Fig. stupid; witless. George is just soft in the head. He'll never get away with his little plan. You're soft in the head if you think I'll go along with that.
Mentally deficient; also, silly, foolish. For example, He's nice enough but a bit soft in the head. The soft in this idiom, first recorded in 1775, alludes to a weakness in mental capacity.