Id say you CAN tax the poor (by wealth), and apparently they are contributing almost same absolute amount like the top rich :
Rough estimates for federal taxes
Top 0.1% Share of federal taxes ~10–12% Approx ~$550–650B
Bottom 50% Share of federal taxes ~10–13% Approx ~$520–680B
source : quick claude query