It sounds like he is running away from responsibility. It also sounds like he's either relapsed or on the brink of doing so. Addiction compels the addict to protect addiction and sustain it at all costs. It's not personal. I know it most certainly feels that way, right now.
Are you the bio mother or legal guardian of these kids?