MSN:
Five U.S. States Where COVID-19 Cases Are Rising Fastest
They also have a video with awful music showing charts of the rise in various nations and states of the USA.
TL;DR, highest per capita increase:
#1: Idaho
#2: Nebraska
#3: Rhode Island
#4: North Dakota
#5: South Dakota