Hi @austinmw,
I tried converting your model and it works fine for me.
Request you to refer to the below link
https://github.com/NVIDIA/TensorRT/tree/master/samples/opensource/sampleOnnxMNIST
Alternatively, you can use trtexec command for the conversion.
Thanks!