My father stopped reading to eat lunch.

Literal

Father [topic-は] lunch [object-を] eat [purpose-ために] reading [object-を] stopped.

~ために (in order to) marks the purpose — stopping reading in order to eat. 読書をやめる (stop reading) uses the formal 読書 (reading).