The temperature required to achieve good annealing results at home has not been established with any credibility by anybody I have seen, and I take some interest in the subject. If the temperature you have tried is not doing the job, then try going hotter.
The finger twiddle method as described by others is the fastest and easiest and the one I use most myself. But, like all hand methods, is is subject to great inconsistencies. If you are running a low flame, it is entirely possible to blister your fingers without getting the case hot enough. If you are running a high flame, you can heat the brass to the point of orange hot and encounter catastrophic oxidation attack of the brass before your fingers even feel the heat of a sunny day.
Don't tip your brass into water. It makes you look like you don't know what you're doing.