(I thought I knew less English than I actually do!)
Thou is the subjective form. "Thou art wise." Thee is the objective form. "My lord did kiss thee in the garden."
Thee can be any object, such as the object of a transitive verb in the above example.
(I thought I knew less English than I actually do!)