I have solved the problem with the help of csharpfolk.
My problem was a combination of two different cause :
First, Admin privileges were indeed required to run the application.
Second, the line "process.StartInfo.Filename" requires the full path to the file. As soon as i changed it to "C:\Downloads\Temp.exe", it worked.