LOVE’S SECRET the poem of William Blake?

Im guessing that what it means is the traveller was charming and took this woman as his own (took her with a sigh sounds to me like he captured her focus and her sighs reigned the end for that of the writer) sounds to me like he had his love stolen from him the traveller the one that stole it.