Gannascoli posted $500 bond and was expected to be released from Hillsborough County jail later Friday.
It is unclear if he already has an attorney.
The actor played the character Vito Spatafore on the HBO drama. In the series, Gannascoli's character was a mobster who was killed because he was gay.
The Associated Press contributed to this report.