According to the FAQ for CropScape and Cropland Data Layers:
What projections are used?
The CDL is processed using the Albers
Equal-Area Conic USGS Projection
(USA_Contiguous_Albers_Equal_Area_Conic_USGS_version) with a spheroid
of GRS 1980 and datum of NAD83. The downloadable zip files from the
SARS website and CropScape are offered in the native Albers
projection.
In order to conform to Geospatial Data Gateway technical
specifications, any CDL data downloaded through the Geospatial Data
Gateway is re-projected from Albers to the dominant Universal
Transverse Mercator (UTM) zone with a spheroid and datum of WGS84. The
one exception to the UTM projection is for Wisconsin. Wisconsin is
projected using the Wisconsin Transverse Mercator (WTM) projection.
This WTM projection is based on the 1991 adjustment to NAD83, and is
called WTM83/91. Projection parameters and additional information
about WTM83/91 is posted on the DNR website:
http://dnr.wi.gov/maps/gis/wtm8391.html
If you downloaded the CDL layer from the Geospatial Data Gateway, it's in the "dominant" (I assume this means local) UTM zone with a spheroid and datum of WGS84.
If you downloaded the CDL layer from the SARS website or CropScape, it's in USA_Contiguous_Albers_Equal_Area_Conic_USGS_version (not USA Contiguous Albers Equal Area Conic). This seems to be a non-standard projection, because it doesn't have an EPSG code, and QGIS doesn't have it. You can create a custom projection, using the proj4 definition:
+proj=aea +lat_1=29.5 +lat_2=45.5 +lat_0=23 +lon_0=-96 +x_0=0 +y_0=0 +ellps=GRS80 +datum=NAD83 +units=m +no_defs
I found the proj4 definition on github, so no promises that it's correct. All credit goes to patchdynamics.
It might be easier to download the layer from Geospatial Data Gateway instead.