He was part of a group of people who were upset with the loss of the Confederacy, and disliked Lincoln's policies of freeing slaves. Part of his motive can also be seen in what he yelled, "Sic semper...
booth shot president abraham lincoln with a pistol gun
because Abe Lincoln abolished slavery
They remained un-named, but all were southern sympathizers.
March 4, 1865