Yes, that is what you are supposed to do. I generally have several buckets lined up. One with the TSP solution and at least two with plain water. I use a car wash sponge. If it is easier, use a mop to wash the walls. Just make sure they are rinsed well and that they are thoroughly dry before priming / painting. Portable fans help speed up the process.