Price inflation is caused by significant excessive increases in money supply

Everything else being equal:

m X v = D, or money supply times velocity equals aggregate demand. 

D/s = p, or aggregate demand divided by aggregate supply equals average price level

So, a significant excessive increase in the money supply leads to increased average price level.