The Collaborative International Dictionary of English v.0.48:

Astronomize \As*tron"o*mize\, v. i. [Gr. ?.]
   To study or to talk astronomy. [R.]
   [1913 Webster]

         They astronomized in caves.              --Sir T.
                                                  Browne.
   [1913 Webster]