Yes, and the 20 Slave Law solidified his feeling that it was a "rich man's war".
This book is a good place to to learn more. Evidently, Newton Knight was imprisoned several times for desertion before he finally went back home for good and started his band of Unionists. The book also claims that it was said that he walked into a secret Confederate meeting about what to do about him and shot everyone down, leaving no witnesses.