I always felt that "The Owl and the Pussycat" by Edward Lear conveyed the magic of love and food, though it does not make that connection explicit.
Here is my refrigerator magnet love poem. It somehow took shape from a random soup of Magnetic Poetry, Kitchen Version, which always results in some awkwardly charming word choices -- much like love itself. (With apologies to Christopher Marlowe and "The Passionate Shepherd to his Love")
come cook with me and be my love
and we will full the pleasures prove
that cheese and honey cream and dough
and all the tender fruit pies know
soon I will make a rich beef stew
compose our succulent menu
fry frozen chickens to devour
delicious garlic pickles sour
there we will feast upon a roast
there see some kitchens burning toast
with glorious mushroom hunger waste
so appetite welds smell to taste
as you bake hot buns soft and sweet
I crave fresh butter soon to eat
and comfort lingers on nude tongue
as every joy and pain have done
so must good food bring harmony
experiments make passion free
Man : I can't understand how a poet like you can eat that stuff.
T. S. Eliot: Ah, but you're not a poet.