Safe mode is an OS feature, so I doubt you can easily remove it. But most people never even discover that it exists, so if you are finding yourself in this mode frequently that suggests that there is some sort of problem.
If so, could you post again and explain in more detail what is happening? That will help someone to suggest a solution.