Based on its inhibition by antagonists, the A<sub>2A</sub> adenosine receptor (A<sub>2A</sub>AR) has attracted attention as an anti-tumor drug target; however, in preclinical models and clinical trials, A<sub>2A</sub>AR antagonists have so far shown only limited efficacy as standalone therapies. The design of dual-acting compounds, targeting the A<sub>2A</sub>AR and histone deacetylases (HDACs), is used here as an approach to the discovery of novel and more potent antitumor agents. Based on the core structures of the A<sub>2A</sub>AR antagonists V-2006 and CPI-444, novel 4-(furan-2-yl)-1H-pyrazolo[3,4-d]pyrimidin-6-amine derivatives were designed as such dual-acting compounds. The binding affinities for A<sub>2A</sub>AR of all the new compounds were tested, and their HDAC inhibitory activity was evaluated. Compounds with balanced A<sub>2A</sub>AR antagonism and HDAC inhibition were tested for their in vitro anti-proliferative activity and pharmacokinetic properties. One of the compounds, 14c (4-(2-(6-Amino-4-(furan-2-yl)-1H-pyrazolo[3,4-d]pyrimidin-1-yl)ethyl)-N-(2-amino-phenyl)benzamide) showed an overall favorable pharmacokinetic profile; in the mouse MC38 xenograft model, it showed potent anti-tumor effects with inhibition rates of 44% (90 mg/kg, po, bid) and 85% (60 mg/kg, ip, bid), respectively.