As the discussion went on, the disagreement between them deepened.

deepened 是动词 deepen 的过去式形式。deepen 由形容词 deep（深的）加上动词后缀 -en 构成，表示"使变深"或"加深"。在这里指分歧程度变得更加严重或深刻。