Yes, Safer's Soap will work and won't burn the plants either, if mixed according to directions. However, with plants that small I'd just spray them with a hard spray of water and wash them off. In other words, save some money and also get them boogers off of there asap.
Best to you and your garden, Molomola. (I luvs dem collard greens!)