They fell in love at first sight.

Literal

They [topic-は] eyes met instant [at-に] love [into-に] fell.

目があったとたんに means 'the moment their eyes met.' 恋に落ちいった (恋に陥った) means 'fell into love.' とたん(に) means 'the moment that.'