Calendula officinalis flowers, associated with diverse biological effects, could be utilized as functional food ingredients to play a crucial role in human health. In this study, we examined the anti‐PD activity of C. officinalis flower extracts and investigated their bioactive compounds and molecular mechanisms based on LC–MS/MS assay, bioinformatic exploration and in vitro treatment of SH‐SY5Y cells. C. officinalis extracts exhibited significant positive effects on the length and fluorescence density of the dopaminergic neuron region in zebrafish larvae. At 10 μg/mL, the extract restored the length to 96.54% and fluorescence density to 87.77% of the control values, which was equivalent to the effect of a positive drug, indicating the extract's powerful potential to alleviate PD symptoms. Five active compounds, including chlorogenic acid, 3,4‐dicaffeoylquinic acid (DA), rutin, isorhamnetin 3‐O‐glucoside (IG) and calenduloside E (CE) were identified in extracts by LC‐QTOF‐MS/MS. Hsp90α, PI3K and ERK were revealed as core targets of DA, IG and CE in relation to anti‐PD activity. The compounds docked deeply within the pocket region of Hsp90α protein, and their binding energies (∆Gb) were −6.93 kcal/mol (DA), −6.51 kcal/mol (IG) and −3.03 kcal/mol (CE), respectively. Subsequently, they concurrently activated the PI3K/Akt signaling pathway and inhibited the ERK signaling pathway, thereby preventing neuronal death and alleviating neuronal degeneration. These compounds from C. officinalis could be potent nutraceutical agents with protective properties that may shield dopaminergic neurons against the damage caused by PD. Our findings provide a basis for utilizing the C. officinalis flowers in functional foods.