Full charged 12V battery with AC converter "empty" within one second - voltage drops, converter beeps
As @brian-drummond commented, the issue was in the battery and replacing it by a newly purchased one solved the problem.
The battery was fully charged during winter however, but maybe the winter cold damaged it.