Or perhaps you should look closely at the logic that led you away from God. Perhaps you are more depressed because you have adopted a philosophy that is fundamentally unhealthy.

The answer to your question is yes. On average athiest are more depressed.

See:
Health and Religion

For an in depth explanation.