Ghasempour was appointed coach of the Rasht-based team in September.
The 54-year-old coach said he is forced to leave Damash since the team has financial problems.
“I am so sorry to leave the team in the situation. I wish them all the best in Iran Professional League,” Ghasempour said.
Damash of Gilan now sits seventh place in the IPL standings table.