Police said Aleksandr Tasev was shot twice in the head while he was in his car on May 14.
He is the third president of the premier-division team to be shot dead.
The European Union, which Bulgaria joined in January, has warned the country to curb organized crime and overhaul its criminal justice system.
(compiled from agency reports)