G'Day Arne,
Stephan nailed it - SLOW-BLOW fuses should be your first priority..
Theory being they can absorb a short burst over the rating..
If it still happens, it's bench time to record what's going on and begin diagnosing..
Good luck - you're def on the right path..
Cheers, Dave