The song is in the key of E, i reckon, you will need an A harmonica and play in second position.If you have some kind of Slowdowner that will help. Mostly, have fun.
You could play the c harp in 5th position Key of E Phil Wiggins is a virtuoso on the harp and he plays in many positions. learning positions is a challenging journey but it is possible.