HI Guys,
Thank you for all the replies. I think I found the problem: oil in the distributor.
I cleaned the distributor. Changed the distributor o-ring (gasket), distribugtor rotor and cap.
Now the car is working fine now. At least the problem did not show up again so far.
opcorn: