Simply false. Semi-automatic guns were available for very reasonable prices as surplus after WWII.
There was almost no federal regulations. Semi-automatic rifles could be ordered through the mail, as could anti-tank and anti-aircraft cannons.
Semi-automatic pistols had to be shipped as rail freight.

I believe that up until the late 1930’s you could by a Thompson submachine gun from Sears mail order.