His father was Heinrich Daniel von Gibelin (1726–1783), a Swiss military officer in French service and a politician in Solothurn.
In 1789, the Baron de Besenval was appointed Commandant en chef of the troops brought to Paris to suppress the riots which had been going on for some time.
After 14 July 1789, Victor von Gibelin transferred to the Company de Besenval of the Swiss Guards in the same military rank, but in the function of an Officier-Major.
On 10 August 1792, as Sous-Aide-Major, he commanded a battalion of the Swiss Guards during the Storming of the Palais des Tuileries, where he narrowly escaped death.
When the guests were already sitting at the table in the dining room, the baron appeared, wrapped in a white cloth like the stone statue in Don Juan, and said in a sepulchral voice: "The commander's shadow visits you."
Delighted with his successful joke, the baron greeted his guests before retreating – marked by weakness – to his bedroom, leaning on Victor von Gibelin.
""Le Suisse le plus français qui ait jamais été" (the most French Swiss ever), as Charles Augustin Sainte-Beuve once called Pierre Victor, Baron de Besenval, was buried on 6 June 1791 in the church of Saint-Sulpice in Paris, the church of his family's gravesite.
The prince had heard the story of the two shipwrecked officers of the Swiss Guards Regiment and was curious to find out the latest information from revolutionary France.
The two hoped that the Field Commander could help them, that they could join the troops of Charles-Philippe de France, Comte d'Artois.
Finally, with a lot of luck and the help of fellow soldiers in Germany, Victor von Gibelin and Anton von Glutz-Ruchti, endangering their lives as they were pursued by revolutionary troops, arrived via Königstein, Butzbach, Giessen, Marburg, Hersfeld, Nuremberg, Ulm, Stockach to Lenzburg in Switzerland at the beginning of the year 1793.
It was only after his return to Solothurn that Victor von Gibelin learned that King Louis XVI had died under the guillotine on 21 January 1793.