The honey aisle at your grocery store may carry options such as dandelion honey, clover honey, tupelo honey,, but one kind you likely won't see is almond honey. Honey made from almond flowers does exist, but these blooms contain a toxin called amygdalin, which can be fatal to bees, and this isn't even the only problem with almond honey.