The leading note is the seventh note of the major scale, one half step below the tonic. This note leads strongly toward the tonic. In general, "leading" means the tendency that certain notes and chords have to resolve to other specific notes or chords.
The leading seventh is the chord of the minor seventh on the leading note of a major scale (e.g. in C major, B–D–F–A).