That is strange. Nowadays, the launcher should be the same whatever the desktop environment. In this case, it executes the command synaptic-pkexec, a one-line shell script:
#!/bin/sh
pkexec "/usr/sbin/synaptic" "$@"
What happens if you execute synaptic-pkexec in a terminal. Any error message?

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