Leaving work and going self employed?

I'm thinking of leaving my job due to stress/anxiety. There is no way of changing things in work as it's the nature of the job.

Do any of you know how hard/easy it is to go self employed? I'm thinking of just doing cleaning. Unless anyone has any other ideas of what I could do? There are no jobs going where we live.

Many thanks