I think the graph you linked obscures the issue a bit by showing total immigrant population by year, which would change much more slowly than arrivals by year.
I found a graph of arrivals by year here: https://www.visualcapitalist.com/charted-u-s-net-immigration...
It certainly seems to be a big increase under Biden, compared to the last 25 years. Anyway, I personally favor immigration, I just don't want to use statistics to lie to myself either!