Yes, you're crazy. Keep your high paying job. Learn computer science on the side.

The really interesting stuff usually requires deeper knowledge and skills. For problems worth solving, 15 years experience as a CRUD developer is no better than 15 years experience as a project manager. Making this career change won't necessarily help you gain the skills you want.