Blue emitting phosphors with high quantum efficiency, good thermal stability, and appropriate spectral similarity (SR) are highly required for white light including plant lighting. In this paper, a series of K2SrCa(PO2)4: xEu2+ (KSCP: xEu2+) phosphors has been successfully developed. Based on XRD and spectral fitting analyses, Eu2+ is more inclined to occupy the position of Sr. Meanwhile, the chance of Eu2+ ions occupying Ca sites increases with Eu2+ ion concentration increases. The phosphor, with a peak value of 431 nm and a full width at half maximum (FWHM) of 41 nm, exhibits appropriate thermal stability (77%@150°) and outstanding color stability (Δx = 1.72 × 10−6 and Δy = 7.81 × 10−6), as well as an internal quantum efficiency (IQE) of 89.72%. The spectrum resemblance (SR) of the phosphor blue light with plant chlorophyll a and chlorophyll b were 61.2% and 70.2%, respectively. In addition, a mixture of K2SrCa(PO4)2: 0.01Eu2+ and (Sr, Ca)AlSiN3 was encapsulated with a UV chip (365 nm) or prepared by screen-printing technique to form a remotely-excited layer as a plant-illumination device. The remote luminescent layer has superior heat dissipation performance compared to conventional encapsulation. The results suggest that KSCP: xEu2+ may become commercially available blue phosphors with potential for plant illumination.