This may or may not apply to your situation, but whenever I've had problems with my Dyna-Glo Pro torpedo from Home Depot, it has always been hose problems.
I recommend burning only number one Kerosene. Burns very clean, can barley smell it, and no burning eyes, etc. And your lungs will thank you.
The first time I had an issue, the stock fuel and air hoses had literally disintegrated after only 2-3 years of use. I replaced them with automotive grade fuel line and away it went.
A couple months later it started running dirty (odor and smokey). Checked the hoses, sure enough the fuel line had partially slipped off the barbs at the manifold end. Put a hose clamp on all ends. tried to start it and it would only cough and fart then stop entirely with a big puff of smoke.
Checked the hoses again and one end of the fuel line, at the manifold was wet. Apparently a slice in the hose. Replaced the fuel line with a better grade of automotive fuel line, and away it went, burning nice and clean again.