The horizontal rows and the vertical columns in the perioidic table are termed as respectively?

The horizontal rows (which Mendeleev's called series) are called periods and the vertical columns, groups.

Elements having similar outer electronic configuration in their atoms are arranged in vertical columns, referred to as groups or families.