Organic room-temperature phosphorescence (RTP) materials have been paid great attention for their promising applications in anticounterfeiting, optical device, and bioimaging. However, owing to inefficient intersystem crossing (ISC), it still remains a challenge to develop organic RTP materials with both high quantum yields (Φ p ) and long lifetime (τ p ). Herein, a reasonable strategy is presented to modulate and balance the Φ p and τ p through the synergy effect of halogen bonding and heavyatom effect (HAE). Modulated RTP properties are successfully achieved by the introduction of halogen atoms into 4-(9-Hcarbazol-9-yl) benzonitrile due to enhanced ISC. Especially, CzBzBr shows the highest Φ p of 23.50% and CzBzCl exhibits the longest τ p of 607.4 ms. The excessive HAE of the bromine atom decreases the τ p of CzBzBr, while moderate HAE of the chlorine atom endows CzBzCl with both high Φ p and long τ p . In addition, the halogen bondings lead to specific halogen-mediated molecular cluster packing, further suppressing nonradiative transition for ultralong RTP emission. Through simple physical co-crystallization with adjusting the mass ratio of CzBzCl/CzBzBr, co-crystals with modulated RTP properties and white-light emission phenomena are obtained. Our study provides a rationale method to develop modulated high-efficiency RTP materials, which will expand their practical applications.