The SARS-CoV-2 pandemic likely began by spillover from bats to humans; today multiple animal species are known to be susceptible to infection. White-tailed deer, Odocoileus virginianus are infected in the United States at substantial levels, raising concerns about the formation of a new animal reservoir and potential of spill-back of new variants into humans1. Here we characterize SARS CoV-2 in deer from Pennsylvania (PA) sampled during fall and winter 2021. Of 93 nasal swab samples analyzed by RT-qPCR, 18 (19.3%) were positive for SARS-CoV-2. Seven whole-genome sequences were obtained, which were annotated as alpha and delta variants, the first reported observations of these lineages in deer, documenting multiple new jumps from humans to deer. The alpha lineage persisted in deer after its displacement by delta in humans, and deer-derived alpha variants diverged significantly from those in humans, consistent with a distinctive evolutionary trajectory in deer.